4 splits

5 files changed, 2855 insertions, 1 deletions

diff --git a/reports/institution_names-1.csv b/reports/institution_names-1.csv
new file mode 100644
index 00000000..d667654f
--- /dev/null
+++ b/reports/institution_names-1.csv
@@ -0,0 +1,714 @@
+"Johns Hopkins University, Center for Speech and Language Processing"

+"Gri th University, QLD-4111, Brisbane, Australia"

+"Figure 1: A few results from our VRN - Guided method, on a full range of pose, including large expressions"

+Alan W Black (Carnegie Mellon University

+"Max Planck Institute for Informatics, Saarbr ucken, Germany"

+"Faculty of Electrical Engineering, Mathematics and Computer Science, Delft University of"

+"Computer Science Division, The Open University of Israel"

+"The authors are with the Delft University of Technology, Data and Knowl"

+"St.Joseph s College of Engineering, Old Mamallapuram Road, Kamaraj Nagar, Semmencherry, Chennai"

+University of Colorado Colorado Springs

+"College of Engineering Pune, India"

+"University of Maryland, CFAR"

+"University of Tampere, Kanslerinnrinne 1, 33014, Tampere, Finland"

+"St. Xavier s Catholic College of Engineering, India"

+"University of Surrey, United Kingdom"

+"Toyota Research Institute, Cambridge, MA 2 University of Michigan, Ann Arbor, MI"

+"Center for Automation Research, UMIACS, University of Maryland, College Park, MD"

+M.S. University of Central Florida

+Computer Vision and Robotics Research Laboratory

+Kyung Hee University

+"School of Games, Hongik University, Seoul, Korea"

+"bFaculty of Engineering, International Islamic University, Jalan Gombak, 53100 Kuala Lumpur, Malaysia"

+"MRC Laboratory For Molecular Cell Biology, University College London"

+"National Chiao Tung University, Taiwan"

+"Shenzhen University, Shenzhen, China"

+"cid:5)School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN. 47907, USA"

+THE UNIVERSITY OF CHICAGO

+"Faculty of Information Technology, Barrett Hodgson University, Karachi, Pakistan"

+"University of Houston, Houston, TX 77204, USA"

+"Aalborg University, Denmark"

+"Wenzhou University, China"

+"University Street, Montral, QC H3A 0E9, Canada"

+"School of Software, Sun Yat-sen University, China"

+"Bio-Computing Research Center, Shenzhen Graduate School, Harbin Institute of Technology, Shenzhen, Guangdong Province, China, 2 Key Laboratory of Network"

+"Beckman Institute, University of Illinois at Urbana-Champaign, USA"

+Sun Yat-Sen (Zhongshan) University

+"Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China"

+"University of North Carolina at Chapel Hill, Chapel Hill, NC"

+RWTH Aachen University

+University Drive

+"Smart Network System Institute, Institute for Information Industry"

+"Goldsmiths, University of London, London, UK"

+"Idiap Research Institute and EPFL, 2 LIMSI, CNRS, Univ. Paris-Sud, Universit  Paris-Saclay"

+"of Maryland, College Park, MD 20742, USA"

+"Harvard University, Cambridge, MA, USA"

+College of Engineering and Mineral Resources

+"School of EEE, Nanyang Technological University, Singapore"

+"University of Shef eld, Regent Court, 211 Portobello, Shef eld"

+"School of Mathematical Sciences, Monash University, VIC 3800, Australia"

+"Teaching Affairs Office, Chongqing Normal University, Chongqing 401331, China"

+"School of Computer Science and Technology, Tianjin University"

+"UG student, Amity school of Engineering and Technology, Amity University, Haryana, India"

+"Computer and Systems Engineering, Rensselaer Polytechnic Institute"

+University of Caen

+"University of Groningen, Netherlands"

+"Carnegie Mellon University, Pittsburgh, PA"

+"School of Computer Engineering, Sejong University, Seoul, Korea"

+Michigan State University

+"University of Catania, Italy"

+"University Health Board, Swansea, United Kingdom"

+Princeton University

+"Carnegie Mellon University, Electrical and Computer Engineering"

+"Graduate School of Engineering, Kobe University, Kobe, 657-8501, Japan"

+"School of Electrical and Information Engineering, The University of Sydney, Sydney, NSW, Australia, 2 Sydney Medical"

+"subsection a table summarizing the key features of the database is provided, including (where available) the number of"

+"University of Tokyo, Japan"

+"our analysis to stereotypes beyond gender, including those"

+"School of Computer Science, Fudan University, Shanghai, 200433, China"

+Cornell University 2 Cornell Tech

+"Stanford University, USA"

+Massachusetts Institute of Technology 2014. All rights reserved

+ment. Oxford University Press Series in Affective Science. New York: Oxford

+College of Computer and Information Sciences

+"College of Computing, Georgia Institute of Technology, Atlanta, GA, USA"

+"gies (Bughin et al. 2017). A range of other sectors, includ"

+"he University of Hong Kong, Pokfulam"

+"Research Groups on Intelligent Machines, University of Sfax, Sfax 3038, Tunisia"

+"University of Pittsburgh and 2University of British Columbia, Vancouver, British Columbia, Canada"

+"Salgado de Oliveira University, Brazil"

+"Helsinki Institute for Information Technology, Aalto University, Finland"

+"Babes Bolyai University, 58-60 Teodor Mihali, C333, Cluj Napoca"

+"COMSATS Institute of Information Technology, Lahore 54000, Pakistan"

+"Graduate Institute of Networking and Multimedia, National Taiwan University"

+"2Program in Neuroscience, and 3Rotman Research Institute, University of Toronto, Toronto, Ontario M5S 3G3, Canada"

+"the face, including negative affect and distress, dates"

+"Faculty of Information Science and Technology, Multimedia University, 75450 Melaka, Malaysia"

+Bilkent University

+"Hong Kong Polytechnic University, Hong Kong, China"

+Yaroslavl State University

+in the College of Engineering and Computer Science

+"University of California, Santa Barbara"

+"Uber Advanced Technologies Group, 5Vector Institute"

+"College of Information Science and Engineering, Ocean University of China, Qingdao, China"

+"Turin, Italy, 3 Faculty of Humanities, Research Unit of Logopedics, Child Language Research Center, University of Oulu, Oulu"

+IBM T.J. Watson Research Center

+Central Washington University

+"University of California, San Diego"

+University of Tsukuba

+The University of the Humanities

+DISI - University of Trento

+Savitribai Phule Pune University

+"College of Software Engineering, Southeast University, Nanjing 210096, China"

+"Key Lab of Intelligent Information Processing, Institute of Computing Technology"

+in the Graduate School of Duke University

+"B.S., Computer Engineering, Bo gazi ci University"

+"Kodak Research Laboratories, Rochester, NY"

+"School of Computer Science, Northwestern Polytechnical University, P.R.China"

+"Hindusthan College of Engineering and Technology, Coimbatore, India"

+Zhejiang University of Technology

+Shaheed Zulfikar Ali Bhutto Institute of Science and Technology Islamabad

+ShahidBeheshti University

+cThe Open University

+College of Information and Control Engineering in China University of Petroleum

+"Dr.Pauls Engineering College, Villupuram District, Tamilnadu, India"

+"aTurgut Ozal University, Ankara Turkey"

+"School of Medicine, Shenzhen University, Shenzhen 518060, China"

+"DISI, University of Trento, Italy"

+"University of Texas at Arlington, TX, USA"

+"Computer Science and Engineering, Michigan State University, East Lansing, USA"

+"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, 100190, China"

+"Islamic Azad University, Shahrood, Iran"

+"Faculty of Electrical Engineering, University of Ljubljana"

+"Multimedia University, Cyberjaya, Malaysia"

+"and quantify distinct social behaviors, including those involving"

+"College of Computer and Information Engineering, Tianjin Normal University, Tianjin 300387, China"

+The University of Nottingham

+Dr. Babasaheb Ambedkar Marathwada University

+"The University of York, United Kingdom"

+"University of Science, VNU-HCMC, Ho Chi Minh city, Vietnam"

+"DPDCE, University IUAV"

+"University of Vigo, Spain"

+"Pathological anxiety is associated with disrupted cognitive processing, including working memory and"

+"School of Computer Science and Software Engineering, Shenzhen University, Nanhai Ave 3688, Shenzhen"

+"George Mason University, Fairfax, VA, USA"

+"Institute of Neural Information Processing, Ulm University, Ulm, Germany"

+William Marsh Rice University

+"Center for Research in Computer Vision, University of Central Florida, Orlando, FL"

+"Seattle Paci c University, Seattle, WA 98119-1957, USA"

+India

+Institute of Systems and Robotics

+"DUT-RU International School of Information Science and Engineering, Dalian University of Technology, Dalian, China"

+"Faculty of Electrical Engineering, University of Ljubljana, Tr za ska 25, SI-1000 Ljubljana, Slovenia"

+"University of Zagreb, Faculty of Electrical Engineering and Computing"

+"Bioinformatics Institute, A*STAR, Singapore"

+"National University of Ireland Maynooth, Co. Kildare, Ireland"

+The Allen Institute for AI

+"Institute of Automation, Chinese Academy of Sciences; 2Miscrosoft Research Asian; 3Media School"

+The open University of Israel. 2Adience

+"Baidu Research, USA 3John Hopkins University"

+"Other uses, including reproduction and distribution, or selling or"

+"Viswajyothi College of Engineering and Technology Kerala, India"

+"Institute for Studies in Fundamental Sciences (IPM), Tehran, Iran"

+"University of Miami, Coral Gables, FL"

+Queen s University Belfast

+Portland State University

+"Cornell University, Ithaca, NY, U.S.A"

+"University of Colorado, Colorado Springs"

+of Cornell University

+University of Texas at San Antonio

+"University of North Texas, Denton, Texas, USA"

+"Institute for Computer Graphics and Vision, Graz University of Technology"

+"School of Engineering, University of Guelph"

+Tokyo Denki University

+"KTH   Royal Institute of Technology, CVAP Lab, Stockholm, Sweden"

+Villanova University

+"University of North Carolina at Chapel Hill, USA"

+"Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University"

+"The City College of New York, New York, NY 10031, USA"

+"School of Software, Tsinghua University, Beijing 100084, China"

+"Arts, Science and Commerce College, Chopda"

+"D.Y.Patil Institute of Engineering and Technology, Pimpri, Pune-18, Savitribai Phule Pune University"

+"Sri Manakula Vinayagar Engineering College, Pondicherry"

+Institute of Information Science

+"Michigan State University, E. Lansing, MI 48823, USA"

+"School of Computer Science and Technology, University of Science and Technology of China"

+"CISE, University of Florida, Gainesville, FL"

+"aCollege of Computer Science at Chongqing University, 400044, Chongqing, P.R.C"

+University of Illinois at Urbana-Champaign 2Adobe Research

+"Gujarat Technological University, India"

+"Centre for Bioinformatics, Biomarker Discovery and Information-Based Medicine, The University of Newcastle, Callaghan, Australia, 2 Departamento de Engenharia de"

+"University of Dschang, Cameroon"

+Informatics and Telematics Institute

+University of West Bohemia

+"Graduate School of System Informatics, Kobe University"

+"Amity University, Lucknow, India"

+"Center for Information and Neural Networks, National Institute of Information and Communications Technology (NICT"

+"The Institute of Scienti c and Industrial Research, Osaka University"

+"The University of Nottingham, UK"

+Macau University of Science and Technology

+"Computer Science and Software Engineering, The University of Western Australia"

+Oxford University

+"CVIP Lab, University of Louisville, Louisville, KY, USA"

+"tum Computation and Intelligent Systems, Faculty of Engineering and Information Technology, University"

+"Arti cial Intelligence Institute, China"

+"University of California, Merced, USA"

+University of Chinese Academy of Sciences (UCAS

+"New Jersey Institute of Technology, USA"

+"Sharif University of Technology, Tehran. Iran"

+"The University of Queensland, School of ITEE"

+"Intelligent Systems Laboratory, Halmstad University, Halmstad, Sweden"

+"Kingston University London, University of Westminster London"

+Charles Sturt University

+The University of Manchester

+"Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United"

+"MICC, University of Florence"

+"Beijing University of Posts and Telecommunications, Beijing, P.R. China"

+Simon Fraser University

+University of Buffalo

+"Student, Amal Jyothi College of Engineering, Kanjirappally, India"

+"Computational Biomedicine Lab, University of Houston, TX, USA"

+"Akita Prefectural University, Yurihonjo, Japan"

+"Institute for Disease Modeling, Intellectual Ventures Laboratory, Bellevue, WA 98004, United States"

+"Fudan University, 2Microsoft Research Asia, 3University of Maryland"

+"School of Computer Science, South China Normal University, China"

+"Faculty of Electrical Engineering, Mathematics and Computer Science, University of Twente, The"

+"Badji-Mokhtar University, P.O.Box 12, Annaba-23000, Algeria"

+"Institute of Microelectronics, Tsinghua University, Beijing 100084, China"

+"bRobotics Institute, Carnegie Mellon University, Pittsburgh, PA 15213, U.S.A"

+"University of Pittsburgh, Pittsburgh PA"

+"Arts, Commerce and Science College, Gangakhed, M.S, India"

+"Augsburg University, Germany"

+"Concordia University, Computer Science and Software Engineering, Montr eal, Qu ebec, Canada"

+University of Brescia

+"University of Technology, Sydney"

+Seoul National University

+"School of Computing Science, Simon Fraser University, Burnaby, B.C., Canada; E-Mail"

+"Warsaw University of Technology, Poland"

+Federal University of Bahia (UFBA

+University of Beira Interior

+"University of Kentucky, USA"

+The Hong Kong Polytechnic University

+"Beijing Institute of Technology University, P. R. China"

+"Research School of Computer Science, The Australian National University, ACT 2601, Australia"

+ICSI / UC Berkeley 2Brigham Young University

+"IN3, Open University of"

+"School of Computer Science, University of Nottingham"

+"The University of North Carolina, Chapel Hill"

+"California Institute of Technology, Pasadena, CA, USA"

+Link to publication record in Queen's University Belfast Research Portal

+"Amirkabir University of Technology,   University of Southern California"

+"School of Physics and Engineering, Sun Yat-Sen University, Guangzhou, China, 2 School of Information"

+"University of Rochester, Rochester, NY, USA"

+"Beijing Institute of Technology, Beijing 100081 CHINA"

+West Virginia University

+"Education, Yunnan NormalUniversity, Kunming, China2. College of Information, Yunnan"

+"Polytechnic Institute of NYU, NY, USA"

+University of Washington 4The Allen Institute for AI

+"Research Scholar, CGC Group of Colleges, Gharuan, Punjab, India"

+"Center for Arti cial Vision Research, Korea University"

+"The University of Newcastle, Callaghan 2308, Australia"

+Human Interaction Research Lab

+University of Rochester

+"Tohoku University, Sendai, Japan"

+"Grad. School of Information Science and Technology, The University of Tokyo, Japan"

+"Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences"

+"Center for Intelligent Machines, McGill University, 3480 University Street, Montreal, Canada H3A 2A"

+"Southern Illinois University, Carbondale, IL 62901 USA"

+Doctor of Philosophy of University College London

+"Technical University of Munich, Germany"

+"Computer Vision Lab, Delft University of Technology"

+"University of Missouri, Columbia, MO"

+"Institute of Computer Science, Foundation for Research and Technology - Hellas (FORTH), Crete, 73100, Greece"

+"School of Electrical and Information Engineering, Xi an Jiaotong University, Xi an, China"

+"University of Central Punjab, Pakistan"

+"Ryerson University, Canada"

+Eastern University

+"Calgary, 2500 University Dr., N.W. Calgary, AB, Canada T2N 1N4. Tel"

+"Samsung Advanced Institute of Technology (SAIT),  KAIST"

+Institute for Numerical Mathematics

+The University of Cambridge

+"Gayathri.S, M.E., Vins Christian college of Engineering"

+"North China Electric Power University, Baoding, China"

+"The Big Data Research Center, Henan University, Kaifeng 475001, China"

+Myongji University

+comparisons with 12 instance-based classi ers on 13 benchmark University of California Irvine

+Sun Yat-Sen University

+"Link oping University, Computer Vision Laboratory"

+"Institute of Mental Health, Peking University, P.R. China"

+Halmstad University

+"University of Ottawa, Ottawa, On, Canada"

+"School of Electronic and Information Engineering, South China University of Technology"

+"National Institute of Standards and Technology, Gaithersburg, MD 20899, USA"

+"Chulalongkorn University, Bangkok"

+a The University of Nottingham Malaysia Campus

+COLUMBIA UNIVERSITY

+Hong Kong Applied Science and Technology Research Institute Company Limited

+"University of Pittsburgh, PA, USA"

+"Computer Science and Engineering, University of Washington"

+"University of Oulu, Finland"

+"University of Genoa, Italy"

+"VHNSN College, Virudhunagar, ANJA College"

+"Clemson University, Clemson, SC"

+"Stony Brook University, Stony Brook, NY 11794, USA"

+"methods, including graph matching, optical- ow-based"

+"Biometric Research Center, The Hong Kong Polytechnic University"

+"Ruhr-University Bochum, Germany"

+University of Abertay

+"National Laboratory of Pattern Recognition, Institute of Automation, CAS, Beijing 100190, P. R. China"

+"Queen Mary College, London"

+"School of Mathematics and Statistics, Xi an Jiaotong University, P. R. China"

+UNIVERSITY IN PRAGUE

+"School of Mathematics and Statistics, Xi an Jiaotong University, Xi an, China"

+"Vision and Security Technology Lab, University of Colorado at Colorado Springs, Colorado"

+"The University of Adelaide, Australia"

+"CISUC, University of Coimbra"

+"Anatomy and Genetics, University of Oxford, Oxford, United Kingdom; 3The Wellcome"

+Harbin Institute of Technology

+"Microsystems Design Lab, The Pennsylvania State University"

+"a The Robotics Institute, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213, USA"

+"Universitat Polit cnica de Catalunya, 6 University of Vigo, 7 LIUM, University of Maine"

+"tion [11, 10] is making possible very large scale visual recognition both in my own ongoing work, including"

+International Institute of Information Technology

+"LCSEE, West Virginia University"

+"School of Computer Science and Technology, Tianjin University, 300072 Tianjin, China"

+"University Bourgogne Franche-Comt , France"

+"Eastern Mediterranean University, Gazima usa, Northern Cyprus"

+University of Massachusetts - Amherst

+"University of T ubingen, T ubingen, Germany"

+"gelmeyer et al., 1996); and, increasingly, its role in reactions to"

+"bUniversity of Nottingham, School of Computer Science, Nottingham, UK"

+"School of Computing, National University of Singapore, Singapore"

+"National University of Singapore, 2Shanghai Jiao Tong University"

+Computer Vision Laboratory. University of Nottingham

+"Electrical Engineering, University of"

+"Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA"

+Sabanc  University

+"School of Computer Science and Technology, Nanjing University of Science and Technology, China"

+Institute of Media Innovation

+University of Houston

+"Alexandria University, Alexandria, Egypt"

+The University of North Carolina at Charlotte

+"Graduate School of Informatics, Kyoto University"

+"Annamacharya Institute of Technology and Sciences, Tirupati, India"

+SUS college of Engineering and Technology

+"Stony Brook University, NY, USA"

+National Taiwan University

+"Nottingham University Hospital, Nottingham, UK"

+"Shanghai Key Lab of Intelligent Information Processing, School of Computer Science, Fudan University, China"

+"P A College of Engineering, Nadupadavu"

+"bSchool of Computer Science and Technology, Harbin Institute of Technology, Harbin 150001, China"

+"Beckman Institute, University of Illinois at Urbana-Champaign, IL, USA"

+"Idiap Research Institute, Martigny, Switzerland"

+"Sendai National College of Technology, Natori, Japan"

+"Visual Analysis of People Lab, Aalborg University, Denmark"

+"School of ICE, Beijing University of Posts and Telecommunications, Beijing, China"

+"University City Blvd., Charlotte, NC"

+"University of Texas at Arlington, Arlington, TX"

+University of Wollongong

+CVSSP   University of Surrey

+"Hengyang Normal University, Hengyang, China"

+"Sejong University, 98 Gunja, Gwangjin, Seoul 143-747, Korea"

+"M.Tech, Information Technology, Madras Institute of Technology, TamilNadu, India"

+"Computer Engineering, Faculty of Engineering, Kharazmi University of Tehran, Tehran, Iran"

+"Michigan State University, East Lansing, MI, USA"

+"b The Interdisciplinary Center for Research on Emotions, University of"

+Tongji University

+"PSGR Krishnammal College for Women, Coimbatore"

+"F.Ferraro, University of Rochester"

+"Columbia University, New York, NY 10027, USA"

+"Faculty of Electrical and Computer Engineering, Bu-Ali Sina University, Hamadan, Iran"

+"Zhengzhou University, Zhengzhou, Henan 450052, China"

+Tripura University (A Central University

+"Medical School, University of Ioannina, Ioannina, Greece"

+"Helsinki Collegium for Advanced Studies, University of Helsinki, Finland"

+"UMIACS, University of Maryland, College Park, USA"

+Cornell University 2Eastman Kodak Company

+"University of S ao Paulo, S ao Paulo, Brazil"

+"University of Gujrat, Pakistan"

+"Friedrich Schiller University, D-07740 Jena"

+"Ph.D student Zaid Shhedi, Doctoral School of Automatic Control and Computers, University"

+"Shenzhen Key Lab of Comp. Vis. and Pat. Rec., Shenzhen Institutes of Advanced"

+"Harbin Institute of Technology, School of Computer Science and Technology"

+"Benha University, Egypt"

+"Aristotle University of Thessaloniki, Greece"

+Raipur institute of technology

+"The Blavatnik School of Computer Science, Tel-Aviv University, Tel-Aviv, Israel"

+University of Illinois at Urbana-Champaign

+"Centre for Vision, Speech and Signal Processing, University of Surrey, Guildford GU2 7XH, UK"

+SungKyunKwan University

+UvA-DARE is a service provided by the library of the University of Amsterdam (http://dare.uva.nl

+"Machine Vision Group, P.O. Box 4500, FI-90014, University of Oulu, Finland"

+"Research Scholar, PSGR Krishnammal College for Women, Coimbatore"

+"University of Canberra, Australia,  Data61 - CSIRO and ANU, Australia"

+Institute of Psychology and Behavioral Sciences

+"USC IRIS Lab, University of Southern California"

+"Google, Inc"

+"b School of Applied Mathematics, Xidian University, Xi an, China"

+"Rutgers, The State University of New Jersey"

+at the Delft University of Technology

+"University of Illinois at Urbana-Champaign, Urbana, IL, USA"

+"obtained for all other uses, in any current or future media, including reprinting/republishing"

+"Graduate School at Shenzhen, Tsinghua University, Shenzhen"

+"B.Eng., Nankai University"

+Dhanalakshmi Srinivasan College of Engineering

+Shandong University of Science and Technology

+"Central Washington University, 400 E. University Way, Ellensburg, WA 98926, USA"

+CUNY City College

+"Menara, 1008 Tunis; 2University of Tunis El-Manar, Tunis with expertise in Mechanic, Optics, Biophysics, Conference Master"

+"bTsinghua University, Beijing, China"

+"West Virginia University, Morgantown, USA"

+"Information Sciences Institute, USC, CA, USA"

+"College of Electronic Science and Engineering, National University of Defense Technology, Changsha, China"

+"School of Information Technology and Engineering, University of Ottawa, Ontario, Canada"

+"Machine Intelligence Lab (MIL), Cambridge University"

+"University of Ottawa, Canada"

+"Multimedia Laboratory, The Chinese University of Hong Kong, Hong Kong"

+"Vision and Security Technology Lab, University of Colorado Colorado Springs"

+Bahcesehir University

+"Computer Vision Laboratory, The University of Nottingham"

+"Faculty of Engineering Building, University of Malaya, 50603 Kuala Lumpur, Malaysia"

+"Research Center for Information Technology Innovation, Academia Sinica"

+"Jiangnan University, Wuxi"

+"Shri Shivaji College, Parbhani, M.S, India"

+"College Road East, Princeton, NJ"

+University of California San Diego

+"China, 2 School of Computer Science and Engineering, Nanjing University of Science and Technology"

+"GIT Vision Lab, http://vision.gyte.edu.tr/, Gebze Institute of Technology"

+University of Adelaide

+"c School of Computational Science, Florida State University, Tallahassee, FL 32306, USA"

+"National Kaohsiung University of Applied Sciences, Kaohsiung, Kaohsiung, Taiwan, ROC"

+Swiss Federal Institute of Technology

+"University B.D.T.College of Engineering, Visvesvaraya"

+"University of Nevada, Reno, USA"

+"Machine Vision Lab, Faculty of Environment and Technology, University of the West of England"

+"University of California, Riverside, California 92521, USA"

+"College of Information, Yunnan Normal University, Kunming, China"

+"Intelligent Systems Lab Amsterdam, University of Amsterdam, The Netherlands"

+"School of Computer and Information Science, Chongqing Normal University 401331, China"

+USC Information Sciences Institute

+"University of Maryland, Center for Automation Research"

+"cFaculty of Electrical Engineering, Mathematics, and Computer Science, University of Twente, The Netherlands"

+"College of Computer Science, Chongqing University, Chongqing, 400030, China"

+"Manchester University, UK"

+"Allen Institute for Arti cial Intelligence (AI2), Seattle, WA"

+"Pattern Recognition and Bio-informatics Laboratory, Delft University of Technology, THE NETHERLANDS"

+"University of S ao Paulo - USP, S ao Paulo - Brazil"

+"Tokyo Institute of Technology, Japan"

+Georgia Institute of Technology

+"University of Ioannina, Ioannina, Greece"

+"Rensselaer Polytechnic Institute, 110 Eighth Street, Troy, NY 12180 USA"

+Iran

+"King Saud University, Riyadh 11543, Saudi Arabia"

+"School of IoT Engineering, Jiangnan University, Wuxi 214122, China"

+Sarhad University of Science and Information Technology

+"Islamic Azad University, Gonabad, Iran"

+"College of Engineering, Mathematics and Physical Sciences"

+"College of Computer and Information Science, Northeastern University, Boston, USA"

+"School of Electronics and Information Engineering, Tongji University, Caoan Road 4800, Shanghai"

+"Monash University, Victoria, Australia"

+"U.S. Army Research Laboratory, 2800 Powder Mill Road, Adelphi, MD USA"

+"University of Northern British Columbia, Canada"

+"University of Nevada at Reno, USA"

+"Cognitive Brain Research Unit, Institute of Behavioural Sciences, University of"

+"University of Pittsburgh, Pittsburgh, PA, USA"

+Queen Mary University

+Odaiyappa College of

+"University of Nottingham, Ningbo, China"

+"M.Tech Student, SSG Engineering College, Odisha, India"

+"Xidian University, Xi an, China"

+University of Minnesota

+University of Nebraska - Lincoln

+"SSESA, Science College, Congress Nagar, Nagpur, (MS)-India"

+Institute of Information Technology

+"Australian National University, 2CVLab, EPFL, Switzerland, 3Smart Vision Systems, CSIRO"

+"School of Computer Science, University of Windsor, Windsor, ON, Canada N9B 3P"

+"Wenzhou University, Wenzhou, China"

+Vienna University of Technology

+"Imperial College London, United Kingdom"

+"Charotar University of Science and Technology, Changa, India"

+"School of Information and Control Engineering, Nanjing University of Information Science and Technology, Nanjing, 210044, China"

+"Visual Geometry Group, University of Oxford, Oxford UK"

+"Beijing Laboratory of IIT, School of Computer Science, Beijing Institute of Technology, Beijing, China"

+"Institute of Cognitive and Behavioural Neuroscience, SWPS University of Social"

+"University of Zagreb, Faculty of Electrical Engineering and Computing, Unska 3, 10000 Zagreb, Croatia"

+"University of Maryland-College Park, USA"

+Northumbria University

+Courant Institute and Google Research

+Harbin Institute of Technology;Shenzhen University

+"University of South Carolina, USA"

+Rowland Institute

+"Final Year, PanimalarInstitute of Technology"

+University of Arkansas at Little Rock

+"Human Development and Applied Psychology, University of Toronto, Ontario, Canada"

+"Japan Advanced Institute of Science and Technology, Ishikawa-ken 923-1211, Japan"

+"R.C.Patel Institute of Technology, Shirpur, Dist.Dhule.Maharashtra, India"

+"York University, Toronto"

+"Student, Computer Science, Shah and Anchor Kuttchi Engineering College, Mumbai, India"

+South China University of Technology

+"Beijing University of Technology, Beijing 100022, China"

+University of Arizona

+"Sri Sunflower College of Engineering and Technology, Lankapalli"

+Japan Advanced Institute of Science and Technology

+"University of York, York, United Kingdom"

+"Proto Labs, Inc"

+"Human Language Technology and Pattern Recognition Group, RWTH Aachen University, Germany"

+The University of Sydney

+The Author 2012. Published by Oxford University Press on behalf of The British Computer Society. All rights reserved

+The Florida State University

+"Engineering, National Formosa University"

+Amirkabir University of Technology

+"National Research Council of Italy, Institute for Microelectronics and Microsystems, Lecce"

+"Institute of Automation, Chinese Academy of Sciences"

+Institute of Digital Media

+"Shenzhen Key Laboratory of Spatial Smart Sensing and Service, Shenzhen University, P.R. China"

+"Temple University, Philadelphia, USA"

+"University of Salzburg, Austria"

+"CMR Institute of Technology, Hyderabad, (India"

+"Carnegie Mellon University Pittsburgh, PA - 15213, USA"

+"Beckman Institute, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA"

+"The Robotics Inistitute, Carnegie Mellon University"

+"Center for Brain Science, Harvard University, Cambridge, MA, USA"

+Submitted to the Senate of the Hebrew University

+"Centre for Quantum Computation and Intelligent Systems, Faculty of Engineering and IT, University of"

+"Key Laboratory of Behavior Sciences, Institute of Psychology"

+Graz University of Technology

+"University of California, San Diego 2 Carnegie Mellon University"

+University of Sfax

+Bangladesh University of Engineering and Technology(BUET

+"The School of Electrical and Electronic Engineering, Yonsei University, 134 Shinchon-Dong"

+"Xiamen University, Xiamen, China"

+"CVIP Lab, University of Louisville, Louisville, KY 40292, USA"

+"Chandigarh University, Gharuan, Punjab, India"

+"Education, Yunnan Normal University, Kunming, China"

+"Vickram College of Engineering, Enathi, Tamil Nadu, India"

+National Technical University of Athens

+"University College London, UK"

+Muhlenberg College

+"School of Mathematical Sciences, Dalian University of Technology, Linggong Rd. 2, Dalian"

+"Informatization Office, National University of Defense Technology, Changsha 410073, China"

+Acharya Institute Of Technology

+"Rutgers University, Newark, NJ, USA"

+"and Southeast University, China"

+"The Image Processing and Analysis Lab (LAPI), Politehnica University of Bucharest, Romania"

+"McGill University, Montreal, Canada"

+"State University of New York Polytechnic Institute, Utica, New York"

+"UNIVERSITY OF CALIFORNIA, SAN DIEGO"

+"VISLab, EBUII-216, University of California Riverside"

+"China Mobile Research Institute, Xuanwu Men West Street, Beijing"

+Institute of Electrical and Electronics Engineers

+"PG Scholar, Dr.Pauls Engineering College, Villupuram District, Tamilnadu, India"

+University of Tampere

+Drexel University

+"LIACS Media Lab, Leiden University, The Netherlands"

+Indian Institute of Technology

+University Institute of Engineering and Technology

+"Electrical Engineering LR11ESO4), University of Tunis EL Manar. Adress: ENSIT 5, Avenue Taha Hussein, B. P. : 56, Bab"

+University of Notre Dame

+"University of Massachusetts, Amherst"

+"iCV Research Group, Institute of Technology, University of Tartu, Tartu 50411, Estonia"

+"Moscow State University, dept. of Computational Mathematics and Cybernetics"

+"Rochester Institute of Technology - 83 Lomb Memorial Drive, Rochester, NY USA"

+"College of Information Science and Engineering, Xinjiang University"

+"Korea University, Seoul 136-713, Korea"

+"R. Campellone, 3210 Tolman Hall, University of California, Berkeley"

+University of Florida

+"Division of Electronics and Electrical Engineering, Dongguk University, 30 Pildong-ro, 1-gil, Jung-gu"

+"Shanghai Jiao Tong University,  CloudWalk Technology"

+"School of Computer Science, Carnegie Mellon University, PA 15213, USA"

+Tokyo Polytechnic University

+"School of Electrical and Computer Engineering, RMIT University, Melbourne, Australia"

+Hong Kong Baptist University

+"School of Computer and Information, Hefei University of Technology, China"

+Victoria University of Wellington

+The University of Shef eld

+University of Caen Basse-Normandie

+"Electronics And Communication Engg., Adhiyamaan College of Engg., Hosur, (India"

+"uses, in any current or future media, including"

+"Psychology and Psychiatry, University of Pittsburgh, USA"

+Institute of Graduate Studies and Research

+"University of Science, VNU-HCM, Viet Nam"

+"Carnegie Mellon University, USA"

+"Electrical Eng. Dep., Central Tehran Branch, Islamic Azad University, Tehran, Iran"

+"Institute of Engineering and Technology, Alwar, Rajasthan Technical University, Kota(Raj"

+University of the Western Cape

+"University of California, Berkeley1 Adobe"

+"UMIACS, University of Maryland, College Park, MD"

+"e ects of di erence factors, including age group, age gap"

+"Governance, Keio University"

+National Chiao-Tung University

+"University, China"

+"Electrical and Computer Engineering, The University of Memphis"

+"University of Maryland Institute for Advanced Computer Studies, College Park, MD"

+"Research Center for Learning Science, Southeast University, China"

+"College Park, MD"

+"Faculty of Telecommunications, Technical University, Sofia, Bulgaria"

+Aristotle University of Thessaloniki GR

+"Faculty of ETI, Gdansk University of Technology, Gdansk, Poland"

+"University of Pittsburgh, Pittsburgh"

+"University of Oxford, United Kingdom"

+VelTech HighTech Dr. Rangarajan Dr.Sakunthala Engineering College

+ICMC   University of S ao Paulo

+"b DEI - University of Padova, Via Gradenigo, 6 - 35131- Padova, Italy"

+"University of North Carolina Wilmington, Wilmington, NC, USA"

+"School of Electrical Engineering, Iran University of Science and Technology, Tehran, Iran"

+"College of Computer Science and Information Technology, Central South University of Forestry and Technology, Hunan 410004, China"

+"Grif th University, QLD, Australia"

+"Anna University Chennai, India"

+George Mason University

+"Language Technologies Institute, School of Computer Science"

+Shanghai Jiao Tong University

+The Hong Kong University of Science and Technology

+"York University, Toronto, Canada"

+University of Iowa

+"B. Eng., Zhejiang University"

+"University of Aizu, Japan"

+"International Institute of Information Technology, Hyderabad, India"

+"IKAT, Universiteit Maastricht, St. Jacobsstraat 6, 6211 LB Maastricht, The Netherlands"

+c(cid:13) Carnegie Mellon University

+"University of Queensland, Australia"

+"North China University of Technology, Beijing 100144 CHINA"

+UniversityofMaryland

+"AncyRijaV, Author is currently pursuing M.E (Software Engineering) in Vins Christian College of"

+"University of Adelaide, Australia"

+"Boston College; 2Psychiatric Neuroimaging Program, Massachusetts General Hospital, Harvard Medical School; and 3Athinoula A. Martinos"

+"SSN College of Engineering, Kalavakkam, Tamil Nadu, India"

+Hanyang University

+"Computer Vision Laboratory, Link oping University, Sweden"

+Boston University / **Rutgers University / ***Gallaudet University

+"Center for Automation Research, University of Maryland, College Park, MD"

+South College Road

+Korea Advanced institute of Science and Technology

+"National Taichung University of Science and Technology, Taichung, Taiwan, R.O.C"

+Courant Institute of Mathematical Sciences

+"cid:2)Honda RandD Americas, Inc., Boston, MA, USA"

+ARISTOTLE UNIVERSITY OF THESSALONIKI

+"Asia University, Taichung, Taiwan"

+University of Siegen

+"Bharathidasan University, Trichy, India"

+"Gdansk University of Technology, Faculty of Electronics, Telecommunication"

+Institute for Information Systems Engineering

+"National Institute of Informatics, Japan"

+"Rutgers, The State University of New Jersey, 508 CoRE, 94 Brett Rd, Piscataway, NJ"

+Institute of Arti cial Intelligence and Cognitive Engineering

+"M.Tech Student, Mount Zion College of Engineering, Pathanamthitta, Kerala, India"

+"Schreiber Building, room 103, Tel Aviv University, P.O.B. 39040, Ramat Aviv, Tel Aviv"

+Stony Brook University

+Rowan University

+"University of Bari, Bari, Italy"

+"University of Amsterdam, University of Trento, Italy"

+Interactive and Digital Media Institute

+"University of Illinois, Urbana-Champaign University of California, San Diego"

+Politehnica  University of Timisoara

+"Southwest University, China"

+Mihaylo College of Business and Economics

+"Gokaraju Rangaraju Institute of Engineering and Technology, Hyderabad"

+"Lund University, Lund, Sweden"

+"Brown University, United States"

+"Bilkent University, 06800 Cankaya, Turkey"

+"Goldsmiths, University of London, UK"

+"University, USA"

+University of Central Florida

+"of Technology, Kochi, Japan, 3 Yunnan Key Laboratory of Computer Technology Applications, Kunming University of Science"

+"ACRV, The Australian National University  University of Oxford  QUVA Lab, University of Amsterdam"

+"Rochester Human-Computer Interaction (ROC HCI), University of Rochester, NY"

+Institute for Robotics and Intelligent

+"Aditya Institute of Technology And Management, Tekkali, Srikakulam, Andhra Pradesh"

+"Guide, HOD, Computer Science, Shah and Anchor Kuttchi Engineering College, Mumbai, India"

+College of Informatics

+UNIVERSITY OF TARTU

+"Rayalaseema University Kurnool, Andhra Pradesh"

+"Key Laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University, Shanghai, China"

+National Institute of Development Administration

+"IIE, Universidad de la Rep ublica, Uruguay. 2ECE, Duke University, USA"

+"Copyright c(cid:3) 2017 The Institute of Electronics, Information and Communication Engineers"

+"CRCV, University of Central Florida"

+"RTM Nagpur University, Campus Nagpur, (MS)-India"

+"IBM T. J. Watson Research Center, PO Box 704, Yorktown Heights, NY"

+"Bharti Vidyapeeth Deemed University, Pune, India"

+"King Saud University, KSA"

+Reutlingen University

+"Rutgers, The State University of New Jersey, 723 CoRE, 94 Brett Rd, Piscataway, NJ"

+University of Milan

+"Computer Science and Electrical Engineering, West Virginia University, Morgantown, USA"

+The University of Hong Kong

+"Ponti cal Catholic University of Rio de Janeiro, Brazil"

+"College of Computer Science and Technology, Zhejiang University, China"

+University of Frankfurt

+"DIEI, University of Perugia, Italy"

+"Michigan State University, East Lansing, MI 48824, U.S.A"

+Jadavpur University

+"Collage of Sciences, Baghdad University, Iraq"

+The City College and the Graduate Center

+"Division of Computer Engineering, Chonbuk National University, Jeonju-si, Jeollabuk-do"

+"Institute for Infocomm Research, A*STAR"

+"University of Bonn, Roemerstrasse 164, 53117 Bonn, Germany"

+MITSUBISHI ELECTRIC RESEARCH LABORATORIES

+"Asia Pacific University of Technology and Innovation, Kuala Lumpur 57000, Malaysia"

+Azad University of Qazvin

+"Florida Institute Of Technology, Melbourne Fl"

+"Center for Research in Computer Vision, University of Central Florida"

+"Harvard University, USA"

+"and Engineering, Beihang University, Beijing, China"

+"National Institute of Technology, Toyota College, Japan"

+"Ritsumeikan, University"

+"Dankook University, 126 Jukjeon-dong, Suji-gu, Yongin-si, Gyeonggi-do, Korea"

+Beijing University of Posts and Telecommunications

+"Shenzhen Institutes of Advanced Technology, CAS, China"

+"University of York, York, UK"

+"D.Y.Patil Institute of Engineering and Technology, Pimpri, Pune"

+Honda Fundamental Research Labs

+"Computer Science and Engineering, University of Washington, Seattle, WA"

+"University of Nottingham, UK, School of Computer Science"

+University of Tokyo

+"School of Computer Science and Information Systems, Birkbeck College, University of London"

+"University of Business Agriculture and Technology, Dhaka-1230, Bangladesh"

+"State University of New York at Binghamton, Binghamton, NY"

+"Indraprastha Institute of Information Technology, Delhi"

+UNIVERSITY OF WISCONSIN MADISON

+"Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai, China"

+Huazhong Agricultural University

+"Computer Graphics Research Group, University of Freiburg, Freiburg, Germany"

+"Nanjing University, China"

+"University of Akron, Akron"

+"TNLIST, Tsinghua University, Beijing, 100084, China"

diff --git a/reports/institution_names-2.csv b/reports/institution_names-2.csv
new file mode 100644
index 00000000..eee63d57
--- /dev/null
+++ b/reports/institution_names-2.csv
@@ -0,0 +1,714 @@
+University of Wisconsin   Madison

+"Eindhoven University of Technology, The Netherlands"

+"Graduate School of Science and Engineering, Saitama University"

+"Gallaudet University, Technology Access Program, 800 Florida Ave NE, Washington, DC"

+"University of Minnesota-Twin Cities, Minneapolis"

+"Technology, University of Oradea 410087, Universitatii 1, Romania"

+University

+"National Laboratory of Pattern Recognition, Institute of Automation, CAS, Beijing, 100190, China"

+Departm nt of Information Engin ering  Th  Chines  University of Hong Kong

+"Key Laboratory of Computer Network and Information Integration of Ministry of Education, Southeast University, Nanjing"

+"University Street, Montreal, QC H3A 0E9, Canada"

+Sinhgad College of

+"National Cheng Kung University, Tainan, Taiwan, R.O.C"

+"University of California, Santa Cruz"

+"USC Information Sciences Institute (ISI), Marina Del Rey, CA"

+"Institute of Cognitive Neuroscience, University College London, London WC1N 3AR, UK. 2Affective Brain"

+The Rockefeller University

+"Centre for Intelligent Machines, McGill University, Montreal, Canada"

+Compi`egne University of Technology

+"University at Buffalo, SUNY"

+"Institute for Human-Machine Communication, Technische Universit at M unchen"

+"Lund University, Cognimatics AB"

+National Institutes of Health

+Intelligence Computing Research Center

+"Rutgers University, Piscataway, NJ 08854, USA"

+"Max Planck Institute for Informatics, Saarbr ucken, Germany (MPI-INF.MPG.DE"

+"PES Institute of Technology, Bangalore, Karnataka, India"

+"University of Tennessee, Knoxville"

+"School of Computer Science, CECS, Australian National University, Australia"

+"Principal, JNTUH College of Engineering, jagitial, Karimnagar, AP, India"

+"Tarbiat Modarres University, Tehran, Iran"

+Glyndwr University

+University of Technology Sydney

+"Robotics Institute, Carnegie Mellon University, Pittsburgh, PA, USA"

+"Cornell University, Ithaca, New York"

+"University of Southampton, United Kingdom"

+Akita University

+"Intelligent Recognition and Image Processing Lab, Beihang University, Beijing"

+"National University of Defense Technology, Changsha 410073, China"

+Nqtional Institute of Standards and Technology

+"Boston University, Linguistics Program, 621 Commonwealth Avenue, Boston, MA"

+University of Pennsylvania

+"cid:2)Imperial College London, U.K"

+"Delft University of Technology, The Netherlands"

+"University of Alicante, 03690, San Vicente del Raspeig, Alicante, Spain"

+"Idiap Research Institute, Martigny, Switzerland, 2LIUM, University of Maine, Le Mans, France"

+"University of Illinois at Urbana-Champaign, Urbana, IL"

+"cid:63)Queen Mary University of London,  Imperial College London"

+"Kitware, Inc"

+University of Sydney

+"Institute for Neural Computation, University of California, San Diego, La Jolla, CA"

+"ESAT-PSI, KU Leuven, 2University of Bonn, 3CV:HCI, KIT, Karlsruhe, 4Sensifai"

+McGill University

+"RCC Institute of Information Technology, Kolkata, India"

+"Australian National University and NICTA, Australia"

+"University of Dhaka, Bangladesh"

+Arizona State University

+Tsinghua University 4SenseTime

+University of Virginia

+"Fudan University, Shanghai, China"

+"RIEB, Kobe University, Kobe, 657-8501, Japan"

+"Pattern Recognition Group, University of Siegen"

+California Institute of Technology

+"general term, including collaboration. Interaction determines action on someone"

+"Kwangwoon University, 447-1 Wolge-dong, Nowon-Gu, Seoul 139-701, Korea"

+"Address correspondence to: Karen L. Schmidt, University of"

+cid:1)Institute for Neural Computation

+"The Ohio State University, Columbus, OH, USA"

+University of Geneva

+University of Glasgow

+St. Anne s College

+"PSG College of Technology, Coimbatore, Tamil Nadu, India"

+"Wayne State University, Detroit, MI 48202, USA"

+University of Toronto and Recognyz Systems Technologies

+"Myongji University, Yongin, 449-728 South"

+"FI-90014 University of Oulu, Finland"

+Khulna University of Engineering and Technology

+"Akita University, Akita, Japan"

+University of Stuttgart

+"B.E, K.S.Rangasamy College of Technology, Namakkal, TamilNadu, India"

+"School of Electronics and Information, Northwestern Polytechnical University, China"

+Macau University of Science and

+"University of California, Riverside"

+"California Institute of Technology, Pasadena, CA"

+"Vision Laboratory, LARSyS, University of the Algarve, 8005-139 Faro, Portugal"

+"University of Science and Technology of China, Hefei, Anhui, P. R. China"

+Psychiatry at the University of Pittsburgh

+"University of Pittsburgh, Pittsburgh, USA"

+University of California   Berkeley

+University of London

+"Nam k Kemal University, Tekirda g, Turkey"

+"Information Systems Design, Doshisha University, Kyoto, Japan"

+Information Technologies Institute

+"Faculty of Electrical Engineering, Czech Technical University"

+"Institute for Robotics and Intelligent Systems, University of Southern California, CA, USA"

+"Institute for Medical Engineering Science, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA"

+"Concordia University, Canada"

+"Purdue University, West Lafayette, IN, USA"

+"University of Zagreb, Faculty of Electrical Engineering and Computing, Croatia"

+Kyung Hee University   South of Korea

+ATR Human Information Processing Research Laboratory

+"The University of Tennessee, Knoxville"

+"CVSSP, University of Surrey, UK"

+"Center for Cognitive Neuroscience, Duke University, Durham, North Carolina"

+"University of Adelaide, SA, Australia"

+Hanoi University of Science and Technology

+"The Chinese University of Hong Kong, China"

+"Shenzhen key lab of Comp. Vis. and Pat. Rec., Shenzhen Institutes of Advanced Technology"

+"University of California, Irvine"

+"Middlesex University, London"

+Xerox Research Center Webster

+"China, 2 Changchun Institute of Optics, Fine Mechanics and Physics, CAS, Changchun, China, 3 School of"

+"Foundation University Rawalpindi Campus, Pakistan"

+TechnicalUniversityofDenmark

+"Korea Electronics Technology Institute, 203-103 B/D 192, Yakdae-Dong"

+Toyota Technological Institute at Chicago

+"Rensselaer Polytechnic Institute, Troy, NY 12180, USA"

+"Nanjing, 210023, China, 4 School of Computer Science and Technology, Nanjing University of Posts and"

+"Vision Science Group, University of California"

+"University of Southern California, Los Angeles, CA 90089, USA"

+"University of California, Merced, CA"

+"Innopolis University, Kazan, Russia"

+"School of Computing Science, Simon Fraser University, Burnaby, B.C., Canada"

+University of Campinas

+"University of Twente, EEMCS, Netherlands"

+Tomas Bata University in Zl n

+"National Laboratory of Pattern Recognition, Institute of Automation"

+UNIVERSITY OF CALIFORNIA

+"School of EECS, Queen Mary University of London, UK"

+"Staffordshire University, Beaconside Stafford ST18 0AB, United Kingdom"

+"The Blavatnik School of Computer Science, Tel Aviv University, Israel"

+"Beckman Institute, University of Illinois at Urbana-Champaign, IL USA"

+Shenzhen Institutes of Advanced Technology

+"The Hong Kong Polytechnic University, Hong Kong, SAR, 2University of Technology Sydney, Australia"

+"Savitri Bai Phule Pune University, Maharashtra India"

+Institute for Communication Systems

+"Shanghai Institute of Applied Physics, Chinese Academy of Sciences"

+IBM Thomas J. Watson Research Center

+"The Blavatnik School of Computer Science, The Tel-Aviv University"

+Florida State University

+"Centre for Quantum Computation and Intelligent Systems, University of Technology Sydney, Sydney, Australia"

+University of Toulouse

+"University of Illinois at Urbana-Champaign, IL USA"

+"West Virginia University, Morgantown WV 26506, USA"

+"Beijing University of Posts and Telecommunications, Beijing, China"

+"Ritsumeikan University, Kyoto, Japan"

+"Graduate School of Doshisha University, Kyoto, Japan"

+"Much is known on how facial expressions of emotion are produced, including which individual muscles are most active in"

+"College of Computer and Information Science, Northeastern University, MA, USA"

+"Section of Pathology, Second University of Naples, Via L. Armanni"

+Bangalore Institute of Technology

+Liverpool John Moores University

+"University of Bristol, Bristol, UK"

+"Electrical Engineering Institute, EPFL"

+"Computer Laboratory, University of Cambridge, Cambridge, UK"

+The Hong Kong Polytechnic University 2Harbin Institute of Technology

+"University of Science, Vietnam National University-Ho Chi Minh city"

+"Sejong University, 98 Kunja-Dong, Kwangjin-Gu, Seoul, Korea"

+"Kyung Hee University, Yongin, Rep. of Korea"

+"Queen Mary, University of London, London E1 4NS, UK"

+"Computer Applications, Ayya Nadar Janaki Ammal College, Sivakasi, India"

+"University, Taiwan, R.O.C"

+"Computational Science and Engineering Program, Bo gazic i University, Istanbul, Turkey"

+Conference on CyberGames and Interactive Entertainment (pp. 52-58). Western Australia: Murdoch university

+"University of California, Merced, CA 95344, USA"

+"Sensor-enhanced Social Media (SeSaMe) Centre, National University of Singapore, Singapore"

+Dietrich College Honors Theses

+"Dalian University of Technology, Dalian, China"

+The Australian National University  Queensland University of Technology

+"University College London, London WC1N 3BG, United Kingdom"

+"University of Freiburg, Germany"

+"Moscow Institute of Physics and Technology, Russia"

+"Recognition, Institute of Automation, Chinese Academy of Sciences"

+"university, Shiraz, Iran"

+"University of Bath, Bath, Somerset, United Kingdom"

+"Portland State University, USA"

+"College of Computer Science, Chongqing University, Chongqing, China"

+"University of Pennsylvania, 2Ryerson University"

+"National Cheng Kung University, Tainan, Taiwan, ROC"

+"School of Financial Information Engineering, Southwestern University of Finance and Economics, Chengdu"

+"University of Queensland, St Lucia QLD Australia, 5 Institut Universitaire de France, Paris, France"

+"School of Computer Science, University of Lincoln, U.K"

+"Marine Institute, via Torre Bianca, 98164 Messina Italy"

+"Key Laboratory of Machine Perception (MOE), School of EECS, Peking University"

+"Faculty of Electrical Engineering, University of Ljubljana, Tr za ska cesta 25, SI-1000 Ljubljana, Slovenia"

+"Jadavpur University, India"

+Virginia Tech Carilion Research Institute

+Boston University Computer Science Technical Report No

+"Graduate School of Advanced Imaging Science, Multimedia, and Film, Chung-Ang University"

+University of Toulouse II Le Mirail

+"Key Lab. of Machine Perception, School of EECS, Peking University"

+University of Massachusetts

+"King Abdullah University of Science and Technology 4700, Thuwal, Saudi Arabia"

+University of Illinois at Urbana

+"Institute of Scienti c and Industrial Research, Osaka University, Ibaraki-shi 567-0047, Japan"

+CARNEGIE MELLON UNIVERSITY

+Sridevi Women's Engineering College

+Yale University

+"School of Comm. and Info. Engineering, Beijing University of Posts and Telecom., Beijing China"

+"Bo gazi ci University, Turkey"

+"Language Technologies Institute, Carnegie Mellon University, PA, USA"

+"Elect. Eng. Faculty, Tabriz University, Tabriz, Iran"

+"Kent State University, Kent, Ohio, USA"

+"School of Information Engineering, Nanchang University, China"

+"JDL, Institute of Computing Technology, CAS, P.O. Box 2704, Beijing, China"

+"Institute of Automation, Chinese Academy of Sciences, Beijing 100080, China"

+"School of Computer Science and Engineering, Southeast University, Nanjing 211189, China"

+"St. Xavier s Catholic College of Engineering, Nagercoil, India"

+"aLawrence Technological University, 21000 W Ten Mile Rd., South eld, MI 48075, United States"

+"Max Planck Institute for Informatics, Germany"

+"Stanford University, CA, United States"

+AgnelAnushya P. is currently pursuing M.E (Computer Science and engineering) at Vins Christian college of

+"University Station C0500, Austin TX 78712, USA"

+"Tafresh University, Tafresh, Iran"

+"Illinois Institute of Technology, Chicago, Illinois, USA"

+"University of Texas at Arlington, Arlington, Texas 76019, USA"

+"Skolkovo Institute of Science and Technology (Skoltech), Russia"

+"Middlesex University London, London, UK"

+Kent State University

+"Assam University, Silchar-788011 Assam University, Silchar"

+"Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences"

+University of Lac Hong 10 Huynh Van Nghe

+"University of Central Florida, Orlando, USA"

+"Zhejang University, Hangzhou 310027, P.R.China"

+"Columbia University, New York, NY"

+Mahatma Gandhi Institute of Technology

+University of Aberdeen

+"DTU Informatics, Technical University of Denmark, DK-2800 Kgs. Lyngby, DENMARK"

+"DISI, University of Trento, Trento, Italy"

+"Nagaoka University of Technology, Japan"

+Federal University of Technology - Paran a

+"Electrical, Computer, Rensselaer Polytechnic Institute"

+"University of Peshawar, Pakistan"

+of the University of Notre Dame

+"IHCC, RSCS, CECS, Australian National University"

+"Institute of Computing Technology, CAS, Beijing 100190, China"

+The Open University of Israel

+"Tsinghua University, Beijing 100084, China"

+"Leiden, the Netherlands, 3 Delft University of Technology"

+"University of Malaya, Kuala Lumpur, Malaysia"

+"University of Pittsburgh, Pittsburgh, PA 15260, USA"

+college of Engineering

+"Recognition, Institute of Automation"

+"Kogakuin University, Tokyo, Japan"

+"Recanati Genetic Institute, Rabin Medical Center and Schneider Children s Medical Center, Petah Tikva, Israel"

+"Director, Hindustan College of Arts and Science, Coimbatore, Tamil Nadu, India"

+"Islamic Azad University, Mashhad Branch, Mashhad, Iran"

+"The School of Computer Science, Tel-Aviv University, Israel"

+Eastern Mediterranean University

+"New York University Shanghai, 1555 Century Ave, Pudong"

+DVMM Lab - Columbia University

+"Aristotle University of Thessaloniki, Thessaloniki 541 24, Greece"

+Honda Research Institute

+University of Bridgeport

+"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, 518055, China"

+University of Colorado at Colorado Springs

+"Electronics and Communication Engineering, Chuo University"

+"School of Computer Science, Fudan University, Shanghai, China"

+"Statistics, University of"

+"EEMCS, University of Twente"

+"Imperial College London, U.K"

+"School of Computer and Information, Hefei University of Technology, Hefei"

+"University of Tabriz, Tabriz, Iran"

+"Brown University, 2University of California, San Diego, 3California Institute of Technology"

+"Shenzhen Key Lab of CVPR, Shenzhen Institutes of Advanced Technology, CAS, China"

+Concordia University

+Oxford Brookes University

+"Shanghai Jiao Tong University, China"

+"Mitsubishi Electric Research Labs (MERL), Cambridge, MA, USA"

+"Rio de Janeiro State University, Brazil"

+"College of Computer Science, Zhejiang University, Zhejiang, China"

+Indian Institute of Technology Kanpur

+"College Heights Blvd, Bowling Green, KY"

+Polytechnic University of Bucharest

+University of Cagliari

+"Mackenzie Presbyterian University, S o Paulo, S o Paulo, Brazil"

+"t2i Lab, Chalmers University of Technology, Gothenburg, Sweden"

+"University of Maryland, College Park"

+"P.A. College of Engnineering, Mangalore"

+"B.Tech (C.S.E), Bharath University, Chennai"

+"b Computer Technology Institute, Beijing Union University, 100101, China"

+"Sri krishna College of Technology, Coimbatore, India"

+"Metron, Inc"

+"cCentre of Intelligent Machines, McGill University, Montr eal, QC H3A 0E9, Canada"

+"School of Information Science and Technology, Donghua University, Shanghai 200051, China"

+HELSINKI UNIVERSITY OF TECHNOLOGY

+Kingston University

+"University of Chinese Academy of Sciences (UCAS), Beijing, 100049, China"

+Institute for studies in theoretical Physics and Mathematics(IPM

+"School of Computing and Info. Sciences, Florida International University"

+Hong Kong University of Science and Technology

+by grants from the National Institute of Mental Health (MH 15279 and MH067976 (K. Schmidt

+Chungnam National University

+"Victoria University of Wellington, PO Box 600, Wellington 6140, New Zealand"

+"Jilin University, Changchun 130012, China"

+"Kumamoto University, 2-39-1 Kurokami, Kumamoto shi"

+"cid:63) Imperial College London, UK"

+"Psychology, University of Illinois, Beckman Institute, Urbana-Champaign, Illinois 61801, University of"

+"University of telecommunications and post, Sofia, Bulgaria"

+Zhejiang University

+"Shanghai Jiao Tong University, 800 Dongchuan Road, Shanghai 200240, China"

+"Faculty of Computers and Information, Cairo University, Cairo, Egypt"

+"National Taiwan University of Science and Technology, Taipei 10607, Taiwan"

+"Washington University, St. Louis, MO, USA"

+"The Chinese University of Hong Kong, Hong Kong"

+"Institute of Psychology, Chinese"

+"B.A. Earlham College, Richmond Indiana"

+"College of software, Chongqing University of Posts and Telecommunications Chongqing"

+"Several methods exists to induce anxiety in healthy individuals, including threat of shock (ToS), the Trier"

+"Multimodal Computing and Interaction, Saarland University, Germany"

+"Queensland Micro- and Nanotechnology Centre and Grif th School of Engineering, Grif th University"

+"Gonda Brain Research Center, Bar Ilan University, Israel"

+Tokyo Metropolitan University

+"Faculty of EEMCS, University of Twente, The Netherlands"

+"University of Pisa, Pisa, Italy"

+"Institute of Advanced Technology, Nanjing University of Posts and Telecommunications, Nanjing"

+"Stony Brook University, Stony Brook NY 11794, USA"

+"Beijing Union University, 100101, China"

+"School of Computer Science, Tianjin University"

+"Georgia Institute of Technology, Atlanta, Georgia, USA"

+"University of Southampton, SO17 1BJ, UK"

+"Heudiasyc Laboratory, CNRS, University of Technology of Compi`egne"

+"The Amsterdam School of Communication Research, University of Amsterdam"

+"Cambridge University, Trumpington Street, Cambridge CB21PZ, UK"

+"Dayananda Sagar College of Engg., India"

+"Toyota Technological Institute (Chicago, US"

+Baidu Research   Institute of Deep Learning

+Southwest Jiaotong University

+"applications, including texture classification [16], face recognition [12], object detection [10], and"

+Firat University

+Institute for Advanced

+"University of Lincoln, UK"

+Fudan University

+"Anna University, Chennai"

+"Computer Science and Arti cial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, USA"

+The Chinese University of Hong Kong

+College of Information Engineering

+"bSchool of Computer and Control Engineering, University of Chinese Academy of Sciences"

+Slovak University of Technology in

+"Madanapalle Institute of Technology and Science, Madanapalle, Andhra Pradesh"

+cid:3)The Salk Institute and Howard Hughes Medical Institute

+Institute of Computing

+"Rochester Institute of Technology, Rochester, NY"

+Queen's University Belfast - Research Portal

+massachusetts institute of technology   artificial intelligence laboratory

+tional Taipei University for his help in performing simulations. The author would like to thank Mr. Ming

+"School of Computing and Communications, University of Technology Sydney, Sydney, Australia"

+b Institute for Robotics and Intelligent Systems

+Samsung Advanced Institute of Technology

+"University, Singapore"

+"Nanjing University, Nanjing 210093, P.R.China"

+"University, Guangzhou, China"

+"National Institute of Informatics, Tokyo, Japan"

+"Research Center for Intelligent Security Technology, CIGIT"

+"Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA"

+"Robotics Institute, Carnegie Mellon University, Pittsburgh PA"

+"University of Delaware, Newark, DE. USA"

+"Institute of Data Science and Technology, Alibaba Group"

+"Institute of Experimental Biology of Polish Academy of Sciences, Warsaw, Poland"

+"Intelligent User Interfaces Lab, Ko c University, Turkey"

+"University of Edinburgh, Edinburgh, UK"

+National University

+"University of Washington, Bothell"

+Dietrich College of Humanities and Social Sciences

+International University of

+Beihang University

+Colorado State University

+"Centre for Quantum Computation and Intelligent Systems, University of Technology Sydney"

+"Most of the earlier studies mentioned above, including ours"

+"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, China"

+"MATS University, MATS School of Engineering and Technology, Arang, Raipur, India"

+"National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of"

+Xidian University 2Xi an Jiaotong University 3Microsoft Research Asia

+"University of York, UK"

+Huazhong University of

+"Foundation University, Rawalpindi 46000, Pakistan"

+CUNY Graduate Center and City College

+Toyota Technological Institute Chicago (TTIC

+"Intel Lab, 2200 Mission College Blvd, Santa Clara, CA 95054, USA"

+University of Western Australia

+"State Key Laboratory of Pulp and Paper Engineering, South China University of Technology, Guangzhou 510640, China"

+"Institute Polythechnic of Leiria, Portugal"

+"Coordinated Science Lab, University of Illinois at Urbana-Champaign"

+"School of Engineering, Taylor s University"

+"Boston University, Boston, MA"

+"ples of such  ne-grained descriptions, including attributes covering detailed"

+"School of Computer Science and Technology, Shandong University"

+The University of Queensland in

+"National Key Laboratory for Novel Software Technology, Nanjing University, China"

+MULTIMEDIA UNIVERSITY

+"VSI Lab, Goethe University, Frankfurt, Germany"

+"NICTA , Queensland Research Laboratory, QLD, Australia"

+"Joint Research Institute, Foshan, China"

+Beckman Institute for Advanced Science and Technology

+"University of Illinois at Urbana-Champaign, USA"

+"University of Exceter, Exceter, UK"

+University of Toronto

+"State Key Lab of CADandCG, Zhejiang University, Hangzhou, Zhejiang, China"

+"IBM T. J. Watson Research Center, Yorktown Heights, NY, USA"

+"and Mathematical Biosciences Institute, The Ohio State University"

+"Robotics Institute, Carnegie Mellon University 3University of Pittsburgh, USA"

+"Vision and Fusion Laboratory (IES), Karlsruhe Institute of Technology (KIT"

+"University of Chinese Academy of Sciences, Beijing 100190, China"

+"M S Ramaiah Institute of Technology, Bangalore, Karnataka, India"

+Huazhong University of Science and Technology

+"University of Chinese Academy of Sciences, Beijing, China"

+"Gokaraju Rangaraju Institute of Engineering and Technology, Hyd"

+"University of California, San Diego, USA"

+Vietnam National University of Agriculture

+"Motorola, Inc"

+IBM T. J. Watson Research Center

+"IBM Almaden Research Center, San Jose CA"

+"College Park, Maryland"

+cid:1) Honda Research Institute

+University of Freiburg

+Ruhr University Bochum

+Al-Khwarizmi Institute of Computer Science

+Electronic Engineering and Computer Science Queen Mary University of London

+The Weizmann Institute of Science

+Coburg University

+University of Birmingham

+"University of Toronto, 6 Kings College Road, Toronto, ON M5S 3G4 CANADA"

+"Beihang University, Beijing, China"

+"CAS), Institute of Computing Technology, CAS, Beijing, 100190, China"

+"University of Patras, Greece"

+"Istanbul Technical University, Istanbul, Turkey"

+"atry, University of Pennsylvania School of Medicine, Philadelphia, PA"

+"Colorado State University, Fort Collins, Colorado, USA"

+"D Research Center, Kwangwoon University and Springer"

+KIT   University of the State of Baden-W rttemberg and National Laboratory of the Helmholtz Association

+"Neuroscience, Icahn School of Medicine at Mount Sinai, Friedman Brain Institute, New York, NY, United States"

+University of Illinois at Urbana Champaign

+"Manonmaniam Sundaranar University, Tirunelveli, India"

+"Purdue University, West Lafayette, IN. 47907, USA"

+National Institute of Technology Rourkela

+Duke University

+"Michigan State University, NEC Laboratories America"

+"National Technical University of Athens, 15780 Athens, Greece"

+"School of Electronic and Information Engineering, Tongji University, Shanghai, China"

+"cid:93) Faculty of Science and Technology, University of Macau"

+"Ferdowsi University of Mashhad, Mashhad, Iran"

+"Jaipur, Rajasthan, India"

+"K.N. Toosi University of Technology, Tehran, Iran"

+"Computer Vision Laboratory, University of Nottingham, Nottingham, UK"

+"Program of Computational Science and Engineering, Bo gazi ci University"

+"Florian Metze, Chair (Carnegie Mellon University"

+"Medical Image Analysis Lab, School of Computing Science, Simon Fraser University, Canada"

+"University of Coimbra, Portugal"

+"P.S.R Engineering College, Sivakasi, Tamilnadu, India"

+"University Drive, Fairfax, VA 22030-4444, USA"

+"University of Kentucky, 329 Rose St., Lexington, KY, 40508, U.S.A"

+"Interdisciplinary Program of Bioengineering, Seoul National University, Seoul 03080, Korea"

+"University of Rochester, NY 14627, USA"

+"Aditya College of Engineering, Surampalem, East Godavari"

+McGovern Institute for Brain Research

+"Hiroshima University, Japan"

+"School of Mathematics and Computational Science, Sun Yat-sen University, China"

+GE Global Research Center

+Allen Institute for Arti cial Intelligence (AI

+"Hong Kong University of Science and Technology, Hong Kong"

+"Western Sydney University, Parramatta, NSW 2150, Australia"

+"ment of Psychology, University of California, Berkeley"

+University of California Berkeley

+"Beijing Institute of Technology, Beijing 100081, PR China"

+"Universite  Catholique de Louvain, Louvain-la-Neuve, Belgium, 4 The Queensland Brain Institute, The"

+"EEMCS, University of Twente, The Netherlands"

+Indian Institute of Science

+"Informatics and Telematics Institute, Centre for Research and Technology Hellas"

+"School of Electrical, Computer and Energy Engineering, Arizona State University"

+"Human Genome Center, Institute of Medical Science"

+"ADSIP Research Centre, University of Central Lancashire"

+"Computer Science, Princeton University, Princeton, NJ, USA"

+"Computer Science and Engineering, University of Michigan, Ann Arbor"

+"School, The University of Sydney, Sydney, NSW, Australia"

+"Facial Image Processing and Analysis Group, Institute for Anthropomatics"

+"Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China"

+"Computer Science and Engineering, University of Washington, Seattle, WA, USA"

+Purdue Institute for Integrative Neuroscience

+The University of Adelaide; and Australian Centre for Robotic Vision

+Ministry of Higher Education and Scientific Research / The University of Mustsnsiriyah/Baghdad IRAQ

+"Intelligent Autonomous Systems (IAS), Technical University of Munich, Garching"

+National Institute of Advanced Industrial Science and Technology (AIST

+"Visual Geometry Group, University of Oxford"

+years. According to the definition by the National Institute

+"Machine Intelligence Group, School of Computer Science, Indian Institute of Information Technology and"

+Nokia Bell Labs and University of Oxford

+"University of California at Berkeley, USA"

+"Nanyang Technological University, 2University of California San Diego"

+Federal University of Campina Grande (UFCG

+"Institute for Infocomm Research (I2R), A*STAR, Singapore"

+Institute of Informatics - ISLA

+"University of Colorado, Boulder"

+Ho Chi Minh City University of

+"Image and Video Laboratory, Queensland University of Technology (QUT), Brisbane, QLD, Australia"

+"Imperial College London, On do"

+Mitsubishi Electric Research Labs (MERL

+Federal University of Para ba

+"Division of Electronics and Electrical Engineering, Dongguk University, 26 Pil-dong 3-ga, Jung-gu"

+Nottingham Trent University

+"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation (Fraunhofer IOSB"

+"School of Information Engineering, Guangdong University of Technology, 510006 Guangzhou, China"

+"Central Mechanical Engineering Research Institute, Durgapur, West Bengal, India"

+"Columbia University, United States"

+Aristotle University of Thessaloniki

+University of Edinburgh

+"Nottingham Trent University, Nottingham, UK"

+"School of Computer and Communication Engineering, University of Science and Technology Beijing, 100083 Beijing, China"

+Institute of Electrical and Electronics Engineers (IEEE). DOI

+"Technical University of Ostrava, FEECS"

+City University of Hong Kong

+"G.H.Raisoni College of Engg. and Mgmt., Pune, India"

+Institute of Industrial Science

+"Johns Hopkins University, 3400 N. Charles St, Baltimore, MD 21218, USA"

+Stanford University

+Max Planck Institute for Informatics

+Peking University

+Heriot-Watt University

+"Sapienza University of Rome, Italy"

+"King Saud University, P.O. Box 51178, Riyadh 11543, Saudi Arabia"

+"University of California at Los Angeles, Los Angeles, CA, USA"

+University of Copenhagen

+"Human Media Interaction, University of Twente, P.O. Box"

+"Center for Machine Vision Research, University of Oulu, Finland"

+Shaheed Zulfikar Ali Bhutto Institute of

+This work was supported by Grant MOP102637 from the Canadian Institutes of Health Research to E.D.R. and the

+"Middlesex University London, UK"

+"Abha Gaikwad -Patil College of Engineering, Nagpur, Maharashtra, India"

+"Institute of Automation, Chinese Academy of Sciences, China"

+"Computer Vision Group, Xerox Research Center Europe, Meylan, France"

+"Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen 518057, China"

+"University of Sk vde, Sweden"

+"LIUM Laboratory, Le Mans, France, 2 Idiap Research Institute, Martigny, Switzerland"

+"MTech Student 1, 2, Disha Institute of"

+at The Australian National University

+"Graduate Institute of Electronics Engineering, National Taiwan University"

+Institute for Anthropomatics

+Indiana University Bloomington

+"cSchool of Astronautics at Beihang University, 100191, Beijing, P.R.C"

+"QCIS, University of Technology Sydney, Sydney, Australia"

+"IDIAP Research Institute, Martigny, Switzerland"

+"Sathyabama University, Chennai, India"

+"National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences"

+Democritus University of Thrace

+"FX Palo Alto Laboratory, Inc., California, USA"

+"School of Software, Dalian University of Technology, Tuqiang St. 321, Dalian 116620, China"

+ATR Interpreting Telecommunications Research Laboratories

+"University of Surrey, Guildford, Surrey GU2 7XH, UK"

+"Michigan State University, 3115 Engineering Building"

+St. Francis Institute of Technology

+"Electrical and Computer Engineering, University of Auckland, New Zealand"

+"do, Rep. of Korea, Kyung Hee University, Suwon, Rep. of Korea"

+Signal Processing Institute

+"Numediart Institute, University of Mons"

+University Politehnica of Bucharest

+"Imperial College, 180 Queens Gate"

+"University, Hong Kong"

+"2015 Wiley Periodicals, Inc"

+"Research Center in Information Technologies, Universit e de Mons, Belgium"

+"Shenzhen Key Lab of Comp. Vis. and Pat. Rec., Shenzhen Institutes of Advanced Technology, CAS, China"

+"Carnegie Mellon University, Pittsburgh, PA 15213, USA"

+Poznan University of Technology

+"B.S., E.E., Bo azi i University"

+"cid:93)Peking University Shenzhen Graduate School, Shenzhen, P.R.China"

+"Engg, Priyadarshini College of"

+"Institute of Media and Information Technology, Chiba University"

+"Bilgi University, Dolapdere, Istanbul, TR"

+"Kurukshetra University, Kurukshetra, India"

+Idiap Research Institute

+University of Basel

+"Pursuing M.Tech, Caarmel Engineering College, MG University, Kerala, India"

+"University of Vermont, 33 Colchester Avenue, Burlington"

+"Virginia Polytechnic Institute and State University, Blacksburg"

+University of Ljubljana Faculty

+Northwestern University

+"School of Electrical and Computer Engineering, Cornell University"

+Rowland Institute at Harvard

+"School of Information Technology and Electrical Engineering, The University of Queensland"

+Xidian University

+"University of Cambridge, The Computer Laboratory, Cambridge CB3 0FD, U.K"

+The Chinese University of Hong Kong holds the copyright of this thesis. Any

+"NEC Laboratories America, Inc., Cupertino, CA"

+University of North Texas

+"Nagoya Institute of Technology, Gokiso, Showa-ku, Nagoya, 466-8555 Japan"

+"University of Michigan, Ann Arbor, MI, USA"

+"School of Software, Dalian University of Technology, Dalian 116621, China"

+"State Key Laboratory of Brain and Cognitive Science, Institute of Psychology"

+National University of Technology Technology

+Downloaded from the University of Groningen/UMCG research database (Pure): http://www.rug.nl/research/portal. For technical reasons the

+"Bapuji Institute of Engineering and Technology Davanagere, Karnataka, India"

+"Center for Automation Research, UMIACS, University of Maryland, College Park, MD 20742, USA"

+"Columbia University, New York, NY, USA"

+"Institute for Pattern Recognition and Artificial Intelligence/ Huazhong University of Science and Technology, Wuhan"

+"University of Zagreb, Unska 3, 10 000 Zagreb"

+"Boston University, USA"

+Otto-von-Guericke University Magdeburg

+cid:63)Stanford University

+"School of Computer Science and Technology, Harbin Institute of Technology, China"

+University of Piraeus

+"American University, Washington, DC, USA"

+"Courant Institute of Mathematical Sciences, New York, NY"

+Fraser University

+"Asian University, Taichung, Taiwan"

+"University at Buffalo, State University of New York"

+National University of Science and Technology

+"School of Computer Information Engineering, Jiangxi Normal University, Nanchang, China"

+"Sighthound, Inc"

+"College of Sciences, Northeastern University, Shenyang 110819, China"

+"Link oping University, SE-581 83 Link oping, Sweden"

+"instance has been detected (e.g., a face), it is be possible to obtain further information, including: (i"

+"Graduate School of Informatics, Kyoto University, Kyoto 606-8501, Japan"

+METs Institute of Engineering

+Sanghvi Institute of Management and Science

+"Institute of Chinese Payment System, Southwestern University of Finance and Economics, Chengdu 610074, China"

+"Institute for Robotics and Intelligent Systems, USC, CA, USA"

+"Tampere University of Technology, Finland"

+"Institute AIFB, Karlsruhe Institute of Technology, Germany"

+"School of Computer Science and Engineering, Southeast University, Nanjing 210096, China"

+Opus College of Engineering

+"Human Centered Multimedia, Augsburg University, Germany"

+College of Information Science and Engineering

+The University of Maryland

+"Center for Cognitive Science, University of Turin, Turin, Italy, 2 Neuroscience Institute of Turin"

+Electronics and Telecommunications Research Institute

+Akita Prefectural University

+"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen 518060, China"

+"Applied computing and mechanics laboratory, Swiss Federal Institute of Technology, 1015 Lausanne, Switzerland"

+"1E1 WC Mackenzie Health Sciences Centre, University of Alberta, Edmonton, AB, Canada T6G 2R"

+"Anjuman College of Engineering and Technology, Sadar, Nagpur, India"

+Carnegie Mellon University (CMU

+Indraprastha Institute of Information Technology

+"Faculty of Electrical Engineering, Czech Technical University in Prague"

+AALTO UNIVERSITY

+"MIRACL-FSEG, University of Sfax"

+"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Science"

+"Nanjing University, Nanjing 210093, China"

+"Research Center for Information Technology Innovation, Academia Sinica, Taipei, Taiwan"

+"Scienti c Visualization and Computer Graphics, University of Groningen, Nijenborgh 9, Groningen, The Netherlands"

+"Cognitive Systems Lab, Karlsruhe Institute of Technology, Karlsruhe, Germany"

+"Bogazici University, Bebek"

+"Technical University of Cluj Napoca, 28 Memorandumului Street"

+The Institute of Electronics

+Xerox Research Center India

+"German Research Center for Arti cial Intelligence (DFKI), Kaiserslautern, Germany"

+Louisiana State University

+In the Graduate College

+"Australian National University, Canberra, ACT 0200, Australia"

+"Visualization and Computer Vision Lab, GE Global Research Center"

+"Rutgers University, Piscataway NJ 08854, USA"

+"College of Information Science and Engineering, Ritsumeikan University, Shiga 525-8577, Japan"

+"aResearch Scholar, Anna University, Chennai, Inida"

+"National Laboratory on Machine Perception, Peking University, Beijing, P.R. China"

+"Gujarat Technological University, V.V.Nagar, India"

+"M.H Saboo Siddik College of Engineering, University of Mumbai, India"

+Massachusetts Institute of Technology (MIT

+"IBM Research, Australia, 2 IBM T.J. Watson Research Center, 3 National University of Singapore"

+The University of Western Australia

+"Mangalore Institute of Engineering and Technology, Badaga"

+"Normal University, Kunming, China"

+University of Dhaka

+"Information and Media Processing Research Laboratories, NEC Corporation"

+Cambridge University

+"School of Mathematics and Computer Science, Northeastern State University, Tahlequah, OK 74464, USA"

+"Oxford Brookes University, Oxford, United Kingdom"

+VEER SURENDRA SAI UNIVERSITY OF

+"Cyprus University of Technology, Cyprus"

+"Co-Guide, Computer Science, Shah and Anchor Kuttchi Engineering College, Mumbai, India"

+"Beihang University, Beijing 100191, China"

+"Florida State University, Tallahassee, FL 32306, USA"

+in The University of Michigan

+"Deva Ramanan, University of California at Irvine"

+"Stanford University, Stanford, California"

+"Graduate School of Information Science and Technology, The University of Tokyo"

+"SSN College of Engineering, Chennai, India"

+National Institute of Informatics

+"School of Psychology, Cardiff University, Cardiff, United Kingdom, College of"

+Canadian Institute for Advanced Research

+"Facebook AI Research, 2Dartmouth College"

+MICC - University of Florence

+"National Cheng Kung University, Tainan, Taiwan"

+"Computer Vision Group, Friedrich Schiller University Jena"

+"Montreal Institute for Learning Algorithms, Universit e de Montr eal"

+"Polytechnic University of Milan, Milan, 20156, Italy, 3 Applied Electronics"

+"Dipartimento di Sistemi e Informatica, University of Florence"

+"Hong Kong Polytechnic University, Hong Kong"

+"Dalio Institute of Cardiovascular Imaging, Weill Cornell Medical College"

+"Electronics Engineering, National Institute of Technical Teachers"

+Baidu IDL and Tsinghua University

+King Faisal University

+"Tel Aviv University, Israel"

+"Head and Neck Surgery, Seoul National University"

+Helsinki University of Technology Laboratory of Computational Engineering Publications

+"Humboldt-University, Berlin, Germany"

+"Welten Institute, Research Centre for Learning, Teaching and Technology, Faculty of"

+"University of Milano-Bicocca, Italy"

+"Utah State University, Logan, UT 84322-4205, USA"

+"aSchool of Computing and Mathematics, Charles Sturt University, Bathurst, NSW"

+"Institute for Human-Machine Communication, Technische Universit at M unchen, Germany"

+"Machine Intelligence Laboratory, College of Computer Science, Sichuan University"

+"University of California, San Diego, California, USA"

+University of Southampton

+"Institiude of Computer Science and Technology, Peking University"

+"School of Mechanical Engineering, Southwest Jiaotong University, Chengdu 610031, China"

+"Chalmers University of Technology, SAFER"

+"College of Computer and Information Engineering, Nanyang Institute of Technology"

+Institute of Computer Science III

+"The Robotics Institute, Carnegie Mellon University"

+"Academic Center for Computing and Media Studies, Kyoto University, Kyoto 606-8501, Japan"

+"University of Barcelona and Computer Vision Centre, Barcelona, Spain"

+"University of Cape Town, South Africa"

+Yeungnam University

+University of Pittsburgh

+"School of Computer Science, The University of Nottingham, Nottingham, UK"

+"School of Information Technology and Management, University of International"

+"MIRACL-FS, University of Sfax"

diff --git a/reports/institution_names-3.csv b/reports/institution_names-3.csv
new file mode 100644
index 00000000..dbf2ac1f
--- /dev/null
+++ b/reports/institution_names-3.csv
@@ -0,0 +1,714 @@
+"Institute of Information Science, Beijing Jiaotong University, Beijing 100044, P.R. China"

+"Temple University, Philadelphia, PA 19122, USA"

+"Indian Institute of Technology, Madras"

+"School of Computer Science and Engineering, Nanjing University of Science and Technology"

+"School of Internet of Things Engineering, Jiangnan University, Wuxi 214122, China"

+University of Wollongong. For further information contact the UOW

+"Robotics Institute, Carnegie Mellon University, Pittsburgh, PA"

+"Research Center CENTIA, Electronics and Mechatronics"

+Bielefeld University

+"National University of Singapore, Singapore"

+Datta Meghe College of Engineering

+"Korean Research Institute of Standards and Science (KRISS), Korea"

+Pondicherry Engineering College

+Jahangirnagar University

+Australian National University and NICTA

+Tsinghua University

+University of Texas

+"Islamic Azad University, Qazvin, Iran"

+Banaras Hindu University

+"Beijing Institute of Technology, China"

+"North Dakota State University, Fargo, ND 58108-6050, USA"

+"Northeastern University, MA, USA"

+"DSP Lab, Sharif University of Technology, Tehran, Iran"

+"School of Computer Science and Engineering, Water Resources University, Hanoi 10000, Vietnam"

+State University of Feira de Santana (UEFS

+"College of Information and Control Engineering, China University of Petroleum, Qingdao 266580, China"

+"Adobe Systems, Inc., 345 Park Ave, San Jose, CA"

+"Korea Electronics Technology Institute, Jeonju-si, Jeollabuk-do 561-844, Rep"

+"University of Waterloo, Waterloo ON N2L3G1, Canada"

+"Institute for Neural Computation, University of California, San Diego"

+"engineering, Government College of Engineering Kannur, Kerala, India"

+Massachusetts Institute of Technology Rapporteur

+University of Memphis

+"Computer Vision Group, Friedrich Schiller University of Jena, Germany"

+"Faculty of Computer Science, Dalhousie University, Halifax, Canada"

+"University of Ulsan, Ulsan, Republic of Korea"

+"Chandigarh Engg. College, Mohali, Punjab, India"

+"School of Information Engineering, Guangdong Medical College, Song Shan Hu"

+"Technical University Munich, Germany"

+"Academy of Sciences (Grant No. KGZD-EW-T03), and project MMT-8115038 of the Shun Hing Institute of"

+University of Illinois at

+"Institute of Child Health, University College London, UK"

+Purdue University

+"Institute of Informatics,  Istanbul Technical University,  Istanbul, 34469, TURKEY"

+"Information Engineering, P. O. Box 4500 FI-90014 University of Oulu, Finland"

+"The Robotics Institute, Carnegie Mellon University, 5000 Forbes Ave, PA, USA"

+"c) 2016 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other users, including reprinting"

+"Environment, Northumbria University, Newcastle, NE1 8ST, United Kingdom"

+"State Key Lab of CADandCG, College of Computer Science, Zhejiang University, Hangzhou, China"

+"UNIVERSITY OF CALIFORNIA, BERKELEY"

+Ho Chi Minh City University of Science

+c(cid:13)The Chinese University of Hong Kong

+"Institute of Deep Learning, Baidu Research"

+"Faculty of Science, University of Amsterdam, The Netherlands"

+"University of Washington, Seattle, WA 98195, United States"

+"Massachusetts Institute of Technology, 2Facebook Applied Machine Learning, 3Dartmouth College"

+"SRM University, Kattankulathur, Chennai-603 203, Tamilnadu, India"

+"University of Tokyo, 4-6-1 Shirokanedai"

+"Aarhus University, Finlandsgade 22 8200 Aarhus N, Denmark"

+"aDivision of Biology and Biological Engineering 156-29, Howard Hughes Medical Institute, California Institute of Technology, Pasadena, CA"

+"Lab of Science and Technology, Southeast University, Nanjing 210096, China"

+"Faculty of Computer Science, Mathematics, and Engineering, University of Twente, Enschede, Netherlands"

+"M.P.M. College, Bhopal, India"

+"School of Computing Sciences, University of East Anglia, Norwich, UK"

+"NEC Laboratories America, Inc"

+"CAS), Institute of Computing Technology, CAS, Beijing 100190, China"

+"State Key Lab. LIESMARS, Wuhan University, China"

+"Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel"

+"Ecole Polytechnique Federale de Lausanne, Signal Processing Institute"

+"Peking University, Beijing, China"

+"The University of Electro-Communications, JAPAN"

+IBM China Research Lab

+Formerly: Texas AandM University

+"DIT UNIVERSITY, DEHRADUN"

+"IslamicAzad University, Qazvin, Iran"

+"University of Central Florida, Orlando"

+"Nokia Research Center, Tampere, Finland"

+"Sharda University, Greater Noida, India"

+"Science, University of Amsterdam"

+"University of St Andrews, United Kingdom"

+"Tsinghua University, Beijing, China"

+"Universit  Paris-Dauphine, PSL Research University, CNRS, UMR"

+"ITEE, The University of Queensland, Australia"

+Plymouth University

+"The Blavatnik School of Computer Science, Tel-Aviv University, Israel"

+Rensselaer Polytechnic Institute

+Institute of Interdisciplinary Studies in Identity Sciences (IISIS

+"West Virginia University, Morgantown, West Virginia, United States of America, 2. IIIT Delhi, New Delhi"

+Mans eld College

+"University of Barcelona, Spain"

+"Indian Institute of Technology, Roorkee"

+"Engineering and Natural Science, Sabanci University, Istanbul, Turkey"

+Gangnung-Wonju National University

+"Tsinghua University, 100084 Beijing, China"

+"Khalifa University, Abu Dhabi, United Arab Emirates"

+Queensland University of Technology (QUT

+Taizhou University

+"University of Oviedo, Campus de Viesques, 33204 Gij n"

+"Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China"

+Computer and Vision Research Center

+Thesis. Rochester Institute of Technology. Accessed from

+"Henan University of Traditional Chinese Medicine, Henan, Zhengzhou, 450000, P.R. China"

+"ZHAW Datalab, Zurich University of Applied Sciences"

+"Computer Science, Engineering and Mathematics School, Flinders University, Australia"

+B.S. University of Central Florida

+"BECS, Aalto University School of Science and Technology, Finland"

+"University of Notre Dame. Notre Dame, IN 46556.USA"

+"Brown University, Providence, RI"

+"Grad. School at Shenzhen, Tsinghua University"

+"Alin Moldoveanu, Faculty of Automatic Control and Computers, University POLITEHNICA of Bucharest"

+"University of Cambridge, UK 2Carnegie Mellon University, USA"

+"The University of North Carolina at Charlotte, USA"

+"Shenzhen Key Laboratory of High Performance Data Mining, Shenzhen Institutes of Advanced Technology"

+"iMinds - Ghent University, Technologiepark 15, B-9052 Ghent, Belgium"

+"Princeton University, Princeton, New Jersey, USA"

+"School of Information Science and Engineering, Southeast University, Nanjing, China"

+University of Wisconsin-Madison

+"Hong Kong Applied Science and Technology Research Institute Company Limited, Hong Kong, China"

+"GRASP Laboratory, University of Pennsylvania, 3330 Walnut Street, Philadelphia, PA, USA"

+"School of Information Science and Engineering, Central South University, Changsha"

+"P. O. Box 4500 FI-90014 University of Oulu, Finland"

+"School of Data and Computer Science, Sun Yat-sen University"

+"National Taiwan University, Taipei, Taiwan"

+"University Hospital Jena, Germany"

+"University of Oradea 410087, Universitatii 1, Romania"

+Institute of control science and engineering

+"to process in all the illumination conditions, including total"

+"Institute for Information Technology and Communications (IIKT), Otto-von-Guericke-University"

+Guangdong Medical College

+"Columbia University, New York NY 10027, USA"

+"Tsinghua University, State Key Lab. of Intelligent"

+"Technology, Nanjing University of Aero"

+"Computer Science Division, The Open University of Israel, Israel"

+Wayne State University

+University of Nottingham

+Massachusettes Institute of Technology

+"School of Communication Engineering, Hangzhou Dianzi University, Xiasha Higher Education Zone"

+"University of Technology, Sydney, Australia"

+"Pompeu Fabra University, Spain"

+"University Politehnica of Bucharest, Romania"

+Queen Mary University of London

+Nanjing University of Information Science and Technology

+"School of Computing Science, Simon Fraser University, Canada"

+Shandong Women s University

+"University of the South Paci c, Fiji"

+"Chu Hai College of Higher Education, Hong Kong"

+"Tsinghua-CUHK Joint Research Center for Media Sciences, Technologies and Systems"

+"University of Chinese Academy of Sciences, Beijing 101408, China"

+University of Michigan

+University of California at Berkeley

+University of Cambridge

+"University of South Carolina, Columbia, USA"

+University of Leeds

+The University of Texas at Austin

+Semarang State University

+University of North Carolina at Charlotte

+"MISC Laboratory, Constantine 2 University, Constantine, Algeria"

+"School of Electronic and Computer Engineering, Peking University"

+"School of Electrical Engineering and Automation, Harbin Institute of Technology"

+"School of Electronics and Computer Engineering, Peking University"

+Northeastern University 2Microsoft Research 3City University of New York

+"EECS, Syracuse University, Syracuse, NY, USA"

+"University of Ljubljana, Faculty of Electrical Engineering, Trzaska 25, 1000 Ljubljana, Slovenia"

+"Waseda University, Tokyo, Japan"

+Cambridge Research Laboratory

+National Institute of Advanced Industrial Science and Technology

+"Faculty of Science and Engineering, Waseda University, Tokyo, Japan"

+"Center for Brain Science, Harvard University, Cambridge, MA 02138 USA"

+"Queen Mary University of London, London E1 4NS, UK"

+"School of Information Systems, Singapore Management University, Singapore"

+"Key Lab. of Machine Perception, School of EECS, Peking University, China"

+"Electrical, Electronics and Automation Section, Universiti Kuala Lumpur Malaysian Spanish Institute"

+"Francis Xavier Engineering College, Tirunelveli, Tamilnadu, India"

+facultyofmathematicsandnaturalsciencesarti cialintelligence22-09-2016|1ATitleA.UthorRijksuniversiteitGroningenSomeFaculty

+"BRIC, University of North Carolina at Chapel Hill, NC 27599, USA"

+"Faculty of Computer Science, University of A Coru na, Coru na, Spain"

+"Bar Ilan University, Israel"

+"University of Freiburg, Instit ut f ur Informatik"

+National University of singapore

+"cid:63) Faculty of Computing, Information Systems and Mathematics, Kingston University London"

+"S.R.C.E.M, Banmore, RGPV, University, Bhopal, Madhya Pradesh, India"

+"School of Computer Science, Northwestern Polytechnical University, China"

+"Qihoo 360 AI Institute, Beijing, China"

+University of Barcelona

+"Bo gazic i University, Istanbul, Turkey"

+"Key Laboratory of Machine Perception, Peking University, Beijing"

+"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences"

+Hacettepe University

+Bas kent University

+Vector Institute for Arti cial Intelligence

+"School of Computer Science and Engineering, Sichuan University, China"

+"USA, 2Unit for Experimental Psychiatry, University of Pennsylvania School of Medicine"

+"Sun Yat-Sen University, Guangzhou, P.R. China"

+"ECE, National University of Singapore, Singapore"

+The University of York

+"Nanjing, 210094, China, 3 School of Automation, Nanjing University of Posts and Telecommunications"

+"cid:2) Imperial College London, United Kingdom"

+MASSACHUSETTS INSTITUTE OF TECHNOLOGY (MIT

+"National Institute of Optics, National Research Council, Arnesano, LE, Italy"

+"School of Computer Science and Technology, Harbin Institute of"

+Okayama University

+"Center for Automation Research (CfAR), University of Maryland, College Park, MD"

+Korea Advanced Institute of Science and Technology (KAIST

+Dalle Molle Institute for Arti cial Intelligence

+"School of Computer Science, Carnegie Mellon University, PA, USA"

+"United States of America, State University of New York Albany, Albany, New York"

+"Research Institute, 138 Gajeongno, Yuseong-gu, Daejeon, 305-700, Republic of Korea"

+"Lab, University College London, London WC1H 0AP, UK. 3Clinical"

+"Mancha, Spain, Imperial College, London, UK"

+"Rm 1365, Stanford University, 401 Quarry Road, Stanford, CA"

+"School of IoT Engineering, Jiangnan University, Wuxi, 214122, China"

+"University of Cambridge, Computer Laboratory, UK"

+"West Virginia University, Morgantown, WV 26506, USA"

+The Open University

+"Xi an Jiaotong University, China"

+"Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular"

+"School of Computer and Information Engineering, Nanyang Institute of Technology, Henan, Nanyang, 473000, P.R"

+"Asian Institute of Technology, Pathumthani, Thailand"

+"Columbia University, USA"

+"Chonbuk National University, Jeonju 561-756, Korea"

+The Weizmann Institute of

+"University of Barcelona, Gran Via de les Corts Catalanes 585, 08007 Barcelona, Spain"

+"Institute of Systems and Robotics - University of Coimbra, Portugal"

+"Affiliated to Guru Gobind Singh Indraprastha University, Delhi, India"

+"Graduate School of Information Science, Nagoya University, Japan"

+"College of Medical Informatics, Chongqing Medical University, Chongqing, China"

+"Curtin University, Perth, Australia"

+"Institute of Systems and Robotics, University of Coimbra, Portugal"

+"King Saud University, Riyadh"

+"Y ld z Teknik University, Istanbul, TR"

+"Stamford University Bangladesh, Dhaka-1209, Bangladesh"

+Institute of Automatic Control Engineering (LSR

+"Faculty of Engineering, Ain Shams University, Cairo, Egypt"

+"School of Computer Science, University of Birmingham, UK"

+University of Oxford

+"Samsung RandD Institute America - Dallas, 1301 East Lookout Drive, Richardson, TX 75082, USA"

+University of Information

+"University of Queensland, School of ITEE, QLD 4072, Australia"

+The Ohio State University

+"Amazon, Inc"

+Research Center  E. Piaggio

+"University of Vienna, Austria"

+AI Institute

+"University of Illinois at Urbana Champaign, Urbana, IL 61801, USA"

+University of Oulu

+"Center for Research in Computer Vision (CRCV), University of Central Florida (UCF"

+University of Washington

+"IIIS, Tsinghua University"

+Monash University

+A dissertation submitted to the University of Bristol in accordance with the requirements

+Malaviya National Institute of Technology

+"Cooperative Medianet Innovation Center, Shanghai Jiaotong University"

+OF PRINCETON UNIVERSITY

+M. Mark Everingham University of Leeds

+Sakarya University

+Otto von Guericke University

+"L3S Research Center, Hannover, Germany"

+University of Science and Technology of China

+"School of Data Science, Fudan University, China"

+Nanyang Technological University

+"Division of Information and Computer Engineering, Ajou University, Suwon 443-749, Korea"

+"College of Computer Science and Technology, Chongqing"

+The University of Electro-Communications

+OF STANFORD UNIVERSITY

+"University of Groningen, The Netherlands"

+"Manonmaniam Sundaranar University, India"

+"Synergy Systems, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Guangdong"

+Korea University

+"Istanbul Technical University,  Istanbul, 34469, TURKEY"

+"School of Computer Science, University of Adelaide, Australia"

+"Institute of Radioelectronics, Warsaw University of Technology, Warsaw, Poland"

+"Center for Automation Research, University of Maryland, College Park, MD 20740, USA"

+"School of Electronic and Information Engineering, Beihang University, Beijing, 100191, China"

+University of Science and

+"School of Data and Computer Science, Sun Yat-Sen University, China"

+"Iftm University, Moradabad-244001 U.P"

+Institute of Automation

+Moradabad Institute of Technology

+University of California Santa Barbara

+University of California Davis

+"VSB Technical University of Ostrava, 17. listopadu 15, 708 33 Ostrava, Czech Republic"

+"University of Denver, Denver, CO"

+Vrije Universiteit Brussel

+University of California at Berkeley / ICSI

+"Institute of Computing, University of Campinas (Unicamp), Campinas, Brazil, e-mail: ander"

+"University of Notre Dame, USA"

+"School of Electronic Engineering and Computer Science, Peking University, 100871, China"

+"Imperial College London, London, UK"

+MASSACHUSETTS INSTITUTE OF TECHNOLOGY

+Chubu University

+University of Posts and Telecommunications

+IMPERIAL COLLEGE

+"The school of Data Science, Fudan University"

+Rutgers University

+"IBM Watson Research Center, Armonk, NY, USA"

+"School of Computer Science, Wuyi University, Jiangmen 529020, China"

+"Massachusetts Institute of Technology, Cambridge, MA 02139, USA"

+University of Groningen

+"Dartmouth College, 6211 Sudiko  Lab, Hanover, NH 03755, USA"

+Cyprus University of Technology

+"S J B Institute of Technology, Bangalore, Karnataka, India"

+"Nanyang Technological University, Singapore"

+"Oxford University, UK"

+"Tsinghua University, Beijing 100084, P.R.China"

+"Dnyanopasak College Parbhani, M.S, India"

+"Hankuk University of Foreign Studies, South Korea"

+"Exploratory Computer Vision Group, IBM T. J. Watson Research Center"

+"Laboratory, University of Houston, Houston, TX, USA"

+"Final Year Student, M.Tech IT, Vel Tech Dr. RR andDr. SR Technical University, Chennai"

+c(cid:176) Massachusetts Institute of Technology 2006. All rights reserved

+"f Neuropsychiatry Section, University of Pennsylvania Medical Center, Hospital of the University of Pennsylvania"

+Middlesex University London

+"Harbin Institute of Technology, Harbin 150001, China"

+"Max Planck Institute for Biological Cybernetics, Spemannstr. 38, 72076 T bingen, Germany"

+FL

+"University of Peshawar, Peshawar, Pakistan"

+"DPDCE, University IUAV, Santa Croce 1957, 30135 Venice, Italy"

+Gdansk University of Technology

+Rice University

+"Research Institute of Child Development and Education, University of Amsterdam, Utrecht, The"

+"Nanjing University of Science and Technology, China"

+"Zhejiang Normal University, Jinhua, China"

+Queensland University of Technology(QUT

+Amherst College

+"LITIS EA 4108-QuantIF Team, University of Rouen, 22 Boulevard Gambetta, 76183 Rouen Cedex, France"

+"Institute of Software, Chinese Academy of Sciences, Beijing 100190, China"

+"Paran a Federal University, Curitiba, Brazil"

+"University of Crete, Crete, 73100, Greece"

+Mme Tinne Tuytelaars Katholieke Universiteit Leuven

+Japan

+"University of Twente, The Netherlands"

+"Kurukshetra University, Kurukshetra-136 119, Haryana, INDIA"

+"The School of Electrical Electronic and Control Engineering, Kongju National University"

+the Chinese University of Hong Kong

+University of Amsterdam

+"Correspondence should be addressed to: Astrid C. Homan, University of Amsterdam, Weesperplein"

+"Language and Brain Lab, Simon Fraser University, Canada"

+"Image Processing Center, Beihang University"

+East China Normal University

+"Rowland Institute at Harvard, Cambridge, MA 02142, USA"

+"United States of America, State University of New York Albany, Albany"

+"Shanghai Jiao Tong University, Shanghai 200240, China"

+"National Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210093, China"

+Northeastern University

+"University POLITEHNICA Timisoara, Timisoara, 300223, Romania"

+"National University of Kaohsiung, 811 Kaohsiung, Taiwan"

+University of Northern British Columbia

+"Technical University in Prague, 166 27 Prague 6, Technick a 2 Czech Republic"

+"California Institute of Technology, USA"

+"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"

+"Computer Vision Research Group, COMSATS Institute of Information"

+Temple University

+"International Islamic University, Islamabad 44000, Pakistan"

+"University of Kaiserslautern, Gottlieb-Daimler-Str., Kaiserslautern 67663, Germany"

+"Australian National University, and NICTA"

+"Deparment of Computer Science, Queen Mary, University of London, London, E1 4NS, UK"

+"Engineering, University of Dundee"

+"Advanced Digital Sciences Center (ADSC), University of Illinois at Urbana-Champaign, Singapore"

+"QCIS Centre, FEIT, University of Technology, Sydney, NSW 2007, Australia"

+"School of Computer Science and Engineering, South China University of Technology, Guangzhou 510006, China"

+"School of Information Science and Technology, Northwestern University, Xi an710127, Shanxi, China"

+"Interactive and Digital Media Institute, National University of Singapore, SG"

+Islamic Azad University

+Institute of Computing Technology

+"Ultra College of Engineering and Technology for Women, India"

+via Institute of Electrical and Electronic Engineers at http://dx.doi.org/10.1109/TIP.2014.2367321. Please refer to

+"University of California, Riverside CA 92521-0425, USA"

+"Caarmel Engineering College, MG University, Kerala, India"

+University of Wisconsin Madison

+Meiji University

+Digital Media Research Center

+"Kong Polytechnic University, Kowloon, Hong Kong"

+Achariya college of Engineering Technology

+"Graz University of Technology, Austria"

+UNIVERSITY OF OULU

+"School of Informatics, University of Edinburgh, UK"

+Sun Yat-sen University

+"Robotics Institute, Carnegie Mellon University, Pittsburgh, PA, 15213. USA"

+"Faculty of EEMCS, Delft University of Technology, The Netherlands"

+"Najafabad Branch, Islamic Azad University"

+"Shaoguan University, Da Tang Lu"

+"Faculty of Electrical and Computer Engineering, Tarbiat Modares University, Tehran, Iran"

+"Indian Institute of Technology, Madras, Chennai 600036, INDIA"

+Brown University

+Nanjing University of Science and

+"University of California at Irvine, Irvine, CA"

+"Aristotle University of Thessaloniki, GR-541 24 Thessaloniki, Greece"

+"PanimalarInstitute of Technology, Tamilnadu, India"

+Imperial College London / Twente University

+University of Oradea

+Submitted to the Institute for Graduate Studies in

+"Computer vision and Remote Sensing, Berlin university of Technology"

+"Toyota College, 2-1 Eisei, Toyota-shi, Aichi, 471-8525 Japan"

+"Held at R.C.Patel Institute of Technology, Shirpur, Dist. Dhule, Maharastra, India"

+"School of Computer Science and Technology, Tianjin University, China"

+"State Key Laboratory of Integrated Services Networks, Xidian University, Xi an 710071 China"

+Xiamen University

+"RoboticsResearchGroup, UniversityofOxford, Oxford, UK"

+"Federal University Technology Akure, PMB 704, Akure, Nigeria"

+"Human and Health Sciences, Swansea University, Swansea, United Kingdom, 3 Abertawe Bro-Morgannwg"

+"Science and Technology, Sun Yat-Sen University, Guangzhou, China, 3 SYSU-CMU Shunde International"

+"Aberystwyth University, UK"

+"University of Pisa, Largo Lucio"

+Institute of Computer Science

+"Engineering Institute, Autonomous University of Baja California, Blvd. Benito Ju rez"

+"University of Florence, Italy"

+Punjabi University Patiala

+"Institute of Automation, Chinese Academy of"

+"University of Technology, Baghdad, Iraq"

+"DCMandB, University of Michigan, Ann Arbor, USA 4 SCS, Carnegie Mellon University, Pittsburgh, USA"

+"School of Computer Science and Technology, Shandong Institute of Business and Technology"

+"COMSATS Institute of Information Technology, Pakistan"

+"University of California, San Diego, La Jolla"

+K. N. Toosi University of

+Institute of

+"Institute of Biochemistry, University of Balochistan, Quetta"

+DUBLIN CITY UNIVERSITY

+"School of Engineering, University of Portsmouth, United Kingdom"

+"University POLITEHNICA of Bucharest, Bucharest, Romania"

+"P.G. Student, SRV Engineering College, sembodai, India"

+Sungkyunkwan University

+"Vision Systems, Inc"

+"Center for Brains, Minds and Machines, McGovern Institute, MIT"

+Central Mechanical Engineering Research Institute

+"University of Science and Technology of China, Hefei, China"

+"Faculty of Electrical Engineering, University of Ljubljana, Slovenia"

+"bDiscipline of Business Analytics, The University of Sydney Business School"

+Bournemouth University

+"CVSSP, University of Surrey"

+The University of Tokyo

+"GREYC UMR CNRS 6072 ENSICAEN-Image Team, University of Caen Basse-Normandie, 6 Boulevard Mar echal Juin"

+"School of Data and Computer Science, Sun Yat-sen University, P.R.China"

+"School of Computing, Staffordshire University"

+"VISILAB group, University of Castilla-La Mancha, E.T.S.I.Industriales, Avda. Camilo Jose Cela s.n, 13071 Spain"

+"IIIT-Delhi, India, 2West Virginia University"

+Stony Brook University Hospital

+"Graduate University of Chinese Academy of Sciences, Beijing 100049, China"

+"School of Psychology, University of Central Lancashire"

+Tokyo Institute of Technology

+Ural Federal University (UrFU

+"Principal, Chaithanya Institute of Engineering and Technology, Kakinada, AP, India"

+any other University

+"ECE dept, University of Miami"

+"Faculty of Electrical Engineering, University of Ljubljana, Tr za ska cesta"

+Indiana University

+"Kingston University, UK"

+"The Open University of Israel, Israel"

+"Michigan State University, East Lansing MI"

+"School of Computer Science and Engineering, South China University of Technology"

+"Dep. of Applied Mathematics and Analysis, University of Barcelona, Spain"

+Research Center and Laboratoire

+"UC Lab, Kyung Hee University, Yongin-Si 446-701, Korea"

+"Faculty of Electronics, Telecommunications and Informatics, Gdansk University of Technology, Poland"

+"aSchool of Technology, University of Campinas"

+University of Waterloo

+"Birkbeck College, University of London"

+Istanbul Technical University

+"Y. Li, University of Maryland"

+"Global Big Data Technologies Centre (GBDTC), University of Technology Sydney, Australia"

+"Indian Institute of Informaiton Technology, Allahabad, India"

+"Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA"

+"EEMCS, University of Twente Enschede, The Netherlands"

+"Gatsby Computational Neuroscience Unit, University College London, London, UK"

+"College of Computer Science, Zhejiang University, Hangzhou, China"

+"Baingio Pinna, University of"

+B.S. (Cornell University

+"National Tsing Hua University, Hsin-Chu, Taiwan"

+"Advanced Engineering, The Chinese University of Hong Kong"

+"Catholic University of Rio de Janeiro, Brazil"

+Northwestern University) to T.E. We thank Vincent De Gardelle for helpful comments on an earlier version of

+"Idiap Research Institute, Switzerland"

+Mitsubishi Electric Research Laboratory

+National Institute of Standards and Technology

+"Southwest University, Chongqing 400715, China"

+"Dalian University of Technology, China"

+"ISTMT, University of Tunis El Manar Address: 9, Rue Docteur Zouhe r Safi   1006; 3Faculty of Medicine of Tunis; Address"

+"RMIT University, Australia"

+"China-Singapore Institute of Digital Media, Singapore"

+Curtin University of Technology

+"Center for Automation Research, University of Maryland"

+"Cognitive Arti cial Intelligence, Utrecht University, Heidelberglaan 6, 3584 CD, Utrecht"

+"cid:130) Computer Perception Lab, California State University, Bakersfield, CA 93311, USA"

+Massachusetts Institute

+"School of Automation, Beijing University of Posts and Telecommunications, Beijing 100876, China"

+"SICE, Beijing University of Posts and Telecommunications. 2Center for Imaging Science, Johns Hopkins University"

+"Faculty of Electrical Engineering, University of Ljubljana, Tr a ka cesta 25, SI-1000 Ljubljana, Slovenia"

+"Tampere University of Technology, Tampere, Finland"

+"Karlsruhe Institute of Technology, 76131 Karlsruhe, Germany"

+"Research Center  E. Piaggio , University of Pisa, Pisa, Italy, 2 Faculty of Psychology, University of Florence, Florence, Italy"

+"Virginia Polytechnic Institute and State University, Blacksburg, Virginia"

+"B.S. Abdur Rahman University, Chennai-48, India"

+"College of Information and Communication Engineering, Sungkyunkwan University, Suwon-si, Gyeonggi"

+"Computer Vision Group, L. D. College of Engineering, Ahmedabad, India"

+University of Bristol - Explore Bristol Research

+"University of Texas, Austin, TX 78712-1188, USA"

+"b Computer Science, School of Electrical and Data Engineering, University of Technology, Sydney"

+"San Jose State University, San Jose, CA"

+"University of Exeter, UK"

+"Research Center for Learning Science, Southeast University, Nanjing 210096, China"

+"Computational Biomedicine Laboratory, University of Houston, Houston, Texas 77204, USA"

+"State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin, China"

+Katholieke Universiteit Leuven

+"Jawaharlal Technological University, Anantapur"

+"University of Toronto, Toronto, ON M5S 2G4, Canada"

+"Division of Computer Science, University of California, Berkeley, CA, USA e-mail"

+"Sogang University, Seoul 121-742, Republic of Korea"

+"University of California at San Diego, La Jolla, CA"

+"Nanyang Technological University, Singapore 639798, Singapore"

+"Institute of Neuroscience, State Key Laboratory of Neuroscience, CAS Center for Excellence in Brain"

+"Human-friendly Welfare Robotic System Engineering Research Center, KAIST"

+China University of Mining and Technol

+"Northeastern University, Boston, USA"

+"UniversityofMaryland, CollegePark, MD"

+"Sorbonne Universit s, UPMC University Paris 06, Paris, France"

+to Michigan State University

+University of Kentucky

+"Beijing Normal University, China"

+University of North Carolina Wilmington

+HoHai University

+"University of Technology, Guangzhou, 510640, P.R.China"

+"CollegePark, MD"

+"Human Computer Interaction Lab., Samsung Advanced Institute of Technology, Korea"

+National Taiwan University of Science and

+"University of Bristol, Bristol, BS8 1UB, UK"

+"M.Tech Scholar, MES College of Engineering, Kuttippuram"

+"Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China"

+UNIVERSITY OF TAMPERE

+"School of Mathematical Science, Peking University, China"

+"Dartmouth College, NH 03755 USA"

+"MES College of Engineering, Kuttippuram"

+yAristotle University of Thessaloniki

+"The University of Texas at Dallas, Richardson, TX"

+"State Research Institute of Aviation Systems (GosNIIAS), Moscow, Russia"

+"Australian National University, Canberra"

+"SRI International, Menlo Park California / *Brooklyn College, Brooklyn New York"

+"School of Electrical and Computer Engineering, RMIT University"

+"Stony Brook University, NY 11794, USA"

+"National University of Sciences and Technology (NUST), Islamabad, Pakistan"

+"Computer Science, Brown University, Providence, RI, USA"

+COMSATS Institute of Information Technology Wah Cantt

+"University of Houston, Houston, TX, USA"

+"School of Information Science and Technology, Sun Yat-sen University, China"

+"Amsterdam; and 3Center for Experimental Economics and Political Decision Making, University of Amsterdam"

+"Institute for Vision and Graphics, University of Siegen, Germany"

+Oregon State University

+"University of Technology, Sydney, 15 Broadway, Ultimo, NSW 2007, Australia"

+"SRV Engineering College, sembodai, india"

+"Siemens Corporate Research, 755 College Road East, Princeton, NJ"

+Imperial College London

+"in signed languages, including American Sign Language (ASL). Gestures such"

+"Karlsruhe Institute of Technology, Germany"

+"Rutgers, The State University of New Jersey, Piscataway, NJ"

+Middle East Technical University

+"Robotics Institute, Carnegie Mellon University, USA"

+The Author 2014. Published by Oxford University Press

+North Carolina AandT State University

+National Institute of Advanced Industrial

+"National Tsing-Hua University, Hsin-Chu, Taiwan"

+"California State University, Fullerton, USA"

+"School of Electronics Engineering and Computer Science, Peking University"

+"Queen Mary University of London, UK"

+"Interdisciplinary Program in Visual Information Processing, Korea University, Seoul, Korea"

+Institute

+Xerox Research Center

+University of Southern California

+University of Iceland

+"KAUST1, University of Amsterdam2, Qualcomm Technologies, Inc"

+"Electronics and Computer Science, University of Southampton, Southampton, Hampshire"

+"Institute of Anthropomatics, Karlsruhe Institute of Technology, Germany"

+Max Planck Institute f ur biologische Kybernetik

+"Imperial College, London, UK"

+"and IBUG [32]. All of them cover large variations, including different"

+"Electrical and Computer Engineering, University of Toronto, M5S 3G4, Canada"

+PES Modern College of Engg

+"Universiteit van Amsterdam, Roeterstraat 15, 1018 WB Amsterdam, The Netherlands"

+"Center for Automation Research, University of Maryland, College Park, MD 20742, USA"

+"K.S.R. College Of Engineering, Tiruchengode, India"

+Multimedia University

+"Engineering, University of Akron, Akron, OH 44325-3904, USA"

+"Research Reports of CMP, Czech Technical University in Prague, No"

+"DESTEC, FLSHR Mohammed V University-Agdal, Rabat, Morocco"

+"Institute of Arti cial Intelligence and Cognitive Engineering (ALICE), University of Groningen"

+"University of Illinois at Urbana Champaign, Urbana"

+"Beihang University 2Gri th University 3University of York, UK"

+"College of Computing, Georgia Institute of Technology"

+"Carnegie Mellon University, Pittsburgh, PA, USA"

+"Intelligent Systems Group, Utrecht University, Padualaan 14, 3508 TB, Utrecht"

+"School of Info. and Commu. Engineering, Beijing University of Posts and Telecommunications"

+Courant Institute

+"Carnegie Mellon University, Pittsburgh, PA, 15213, USA"

+yThe University of Tokyo

+"University  Politehnica  of Bucharest, Romania, Address Splaiul Independent ei"

+"Heilongjiang University, College of Computer Science and Technology, China"

+"Amirkabir University of Technology, Tehran. Iran"

+Beijing Jiaotong University

+"Shaanxi Provincial Key Lab on Speech and Image Information Processing, Northwestern Polytechnical University, Xi an, China"

+"Queensland University of Technology, Australia"

+"Computer Science and Engineering, Anna University, India"

+"College of Computer and Information Science, Southwest University, Chongqing 400715, China"

+"University of Santiago de Compostela, Santiago de Compostela, Spain"

+University of Chinese Academy of

+"Biometric and Image Processing Lab, University of Salerno, Italy"

+"Sathyabama University Old Mamallapuram Road, Chennai, India"

+"Beijing University of Posts and Telecommunications, Beijing, China. 2School of"

+and the institute of engineering and science

+"Deprtment of Computer Science and Engineering, JNTUA College of Engineering, India"

+National Taipei University

+Swansea University

+"Center for Information Science, Peking University, Beijing 100871, China"

+"School of Computer Science, The University of Adelaide, Australia"

+Tel Aviv University

+"Faculty of Engineering and Natural Sciences, Sabanc  University,  stanbul, Turkey"

+"School of Computer Science, The University of Nottingham"

+Shiraz University

+"Nanjing University, Nanjing 210023, China"

+Middlebury College

+University of Massachusetts Amherst

+Ionian University

+"Center for Automation Research, UMIACS, University of Maryland, College Park, MD 20742 USA"

+"RGPV University, Indore"

+COMSATS Institute of Information Technology

+"The Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong"

+"Engineering, G.H.Raisoni College of Engineering"

+Link ping University

+"University of California, Los Angeles"

+National University of Singapore

+Santa Fe Institute

+"PG Scholar, Hindusthan College of Engineering and Technology, Coimbatore, India"

+"National Sun Yat Sen University, 804 Kaohsiung, Taiwan"

+"Middlesex University London, 4International Hellenic University"

+University of North Carolina at Chapel Hill

+"Howard University, Washington DC"

+This work was supported in part by National Institute of Mental Health Award R01 MH 087610 to T.E

+"The Remote Sensing Technology Institute (IMF), German Aerospace Center"

+Indian Institute of Science Bangalore

+Portugal

+"Ulm University, Germany"

+B.S. University of Indonesia

+"University of Malaya, 50603 Kuala Lumpur, Malaysia"

+"Institute of Industrial Science, The University of Tokyo"

+"LIP6, UPMC - Sorbonne University, Paris, France"

+"Learning Systems Group, California Institute of Technology"

+College of Electrical and Information Engineering

+Nanjing University of Science and Technology

+University (ITU

+"Indian Institute of Science, India"

+University of Applied Sciences Darmstadt - CASED

+"Intelligent Systems Group, University of Groningen, The Netherlands"

+"and 2Center for Cognitive Neuroscience, Duke University, Durham, North Carolina 27708"

+"Newcastle University, Newcastle upon Tyne"

+Czech Technical University

+"Bournemouth University, UK"

+Palo Alto Research Center (PARC

+College of Image Arts and Sciences

+"USC Institute for Robotics and Intelligent Systems (IRIS), Los Angeles, CA"

+"School of Computing, National University of Singapore, SG"

+"University of Zaragoza, Spain"

+University of Ottawa

+National Institute of Technology Karnataka

+Stevens Institute of Technology

+"Center for Computational Biomedicine Imaging and Modeling Center, Rutgers University, New Brunswick, NJ"

+"School of Computer Science, Wuhan University, P.R. China"

+"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou 310023, China"

+"Games Studio, Faculty of Engineering and IT, University of Technology, Sydney"

+"Chonbuk National University, Jeonju-si"

+National Taiwan University of Science and Technology

+Sponsors: Machine Intelligence Research Labs (MIR Labs

+"Federal Institute of Science and Technology, Mookkannoor"

+"and education use, including for instruction at the authors institution"

+"Faculty of Information Technology, Vietnam National University of Agriculture, Hanoi 10000, Vietnam"

+M.S. Brunel University of West London

+"b School of Business, Reykjavik University, Reykjavik, Iceland"

+"University of Maryland, College Park; 2Arizona State University; 3Xerox Research Centre"

+"P. O. Box 4500 Fin-90014 University of Oulu, Finland"

+"College of Medicine, Seoul National University"

+"The Ohio State University, OH"

+"City University of Hong Kong, Kowloon 999077, Hong Kong, China"

+"Current Address: Research Institute of Child Development and Education, University of Amsterdam"

+"Kurukshetra University, Kurukshetra"

+University of Washington and Google Inc

+"Center for Cognitive Ubiquitous Computing, Arizona State University, Tempe, AZ, USA"

+"School of Computer Science, Sichuan University, Chengdu, China"

+"School of Psychology, Cardiff University, Cardiff, CF10 3AT, UK"

+"Narayana Pharmacy College, Nellore, India"

+College of Computer Science and Technology

+German Research Center for Arti cial Intelligence (DFKI

+"University of Michigan, Ann Arbor, MI"

+Research Center for Information

+Carnegie Mellon University

+"Chung-Ang University, Seoul, Korea"

+"Assiut University, Assiut 71515, Egypt"

+"ITCS, Tsinghua University"

+"Technological University, Davanagere, Karnataka, India"

+"abroad, or from public or private research centers"

+"Qatar University, Qatar"

+Facebook 4Texas AandM University 5IBM Research

+"School of Computer Science and Software Engineering, Shenzhen University"

+"K.S.Rangasamy College of Technology, Namakkal, TamilNadu, India"

+"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"

+"University of Lincoln, School of Computer Science, U.K"

+"Graduate School of System Informatics, Kobe University, Kobe, 657-8501, Japan"

+"School of Computer Science, The University of Manchester"

+"University of Notre Dame, 2IIIT-Delhi"

+"University of Lincoln, U.K"

+"Southeast University, Nanjing 211189, China"

+"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore. 2Advanced Digital Sciences Center, Singapore"

+"The University of Tokyo, Japan"

+"Tohoku University, Japan"

+"BECS, Aalto University, Helsinki, Finland"

+"Software, Jiangxi Normal University, Nanchang, China, 4 School of Statistics, Capital University of"

+"Visual Computing and Communications Lab, Arizona State University"

+Copyright for the publications made accessible via the Queen's University Belfast Research Portal is retained by the author(s) and / or other

+at West Virginia University

+University of Engineering and Technology

diff --git a/reports/institution_names-4.csv b/reports/institution_names-4.csv
new file mode 100644
index 00000000..394751e3
--- /dev/null
+++ b/reports/institution_names-4.csv
@@ -0,0 +1,711 @@
+"cid:63)Sharif University of Technology,  University College London,  Queen Mary University of London"

+Dhaka University

+"Center for Machine Vision and Signal Analysis, University of Oulu, Finland"

+College of Engineering and Computer Science

+"Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom"

+"Institute of Information Science, Academia Sinica, Taipei, Taiwan"

+University of California at San Diego

+"University of Central Florida, USA"

+"Neurological Institute, USA"

+"Center for Machine Vision and Signal Analysis (CMVS), University of Oulu, Finland"

+"Texas AandM University, College Station, TX, USA"

+IDIAP Research Institute

+Economy (MKE) and the Korea Evaluation Institute of Industrial Technology (KEIT

+"Faculty of Informatics, E otv os Lor and University, Budapest, Hungary"

+"Computer Science and Engineering, Easwari Engineering College, India"

+Institute for Robotics and Intelligent Systems

+"Queensland University of Technology, Brisbane, QLD, Australia"

+"SBK Women s University, Quetta, Balochistan"

+"Doctoral School of Automatic Control and Computers, University POLITEHNICA of Bucharest, Romania"

+"George Mason University, Fairfax Virginia, USA"

+Istanbul University

+"The Robotics Institute, Carnegie Mellon University, Pittsburgh PA"

+"Institute for Infocomm Research, A*STAR, Singapore"

+Institute for Human-Machine Communication

+Delft University of Technology

+"School of E.C.E., National Technical University of Athens, 15773 Athens, Greece"

+"Psychopharmacology Unit, Educational and Health Psychology, University College"

+"Bogazici University, Turkey"

+"Sri Chandrasekharendra Saraswathi Viswa Mahavidyalaya University, Kanchipuram, India"

+"Computer Science and Software Engineering, Concordia University, Montr eal, Qu ebec, Canada"

+University of Surrey

+"King Saud University, Riyadh, Saudi Arabia"

+"Ritsumeikan University, Japan"

+"IIIS, Tsinghua University, Beijing, China"

+"Carnegie Mellon University, Pittsburgh PA"

+"2 School of Computing, National University of Singapore"

+University of North Carolina

+"National Lab of Pattern Recognition, Institute of Automation"

+Lomonosov Moscow State University

+"H. He, Honkong Polytechnic University"

+"The University of Electro-Communications, Tokyo"

+"Shenzhen Key Lab of CVPR, Shenzhen Institutes of Advanced Technology, CAS"

+"a Institute of Anatomy I, School of Medicine, Friedrich Schiller University, Germany"

+"School of Business, Aalto University, Finland"

+"School of Electromechanical Engineering, Guangdong University of Technology, 510006 Guangzhou, China"

+"West Virginia University, Morgantown, WV"

+"Utah State University, Logan UT"

+"Gannan Normal University, Ganzhou 341000, China"

+"Southeast University, Nanjing 210096, China"

+"Ilmenau Technical University, P.O.Box 100565, 98684 Ilmenau, Germany"

+"aIBM China Research Lab, Beijing, China"

+"Karlsruhe Institute of Technology, Karlsruhe, Germany"

+"B.Sc., University of Science and Technology of China"

+"University of Nevada, Reno, Reno, NV, USA"

+Institute of Electronics and Computer Science

+"of Psychology, Princeton University, Princeton, NJ 08540. E-mail"

+"the Library: http://uba.uva.nl/en/contact, or a letter to: Library of the University of Amsterdam, Secretariat, Singel 425, 1012 WP Amsterdam"

+"Hua Zhong University of Science and Technology, Wuhan, China"

+University College London

+"College of Computer Science and Information Technology, Northeast Normal University, Changchun"

+"University of Texas at Arlington, Arlington, TX, USA"

+Funding was provided by the U.S. National Institutes of Mental

+UNIVERSITY OF OULU P.O. Box 8000 FI-90014 UNIVERSITY OF OULU FINLAND

+"Southwest Jiaotong University, Chengdu, China"

+"The Australian National University  Canberra ACT 2601, Australia"

+"Robotics Institute, Carnegie Mellon University, Pittsburgh, Pennsylvania"

+Bharath Institute of Science and Technology

+"Stanford University, CA"

+Columbia University in the City of New York

+Zaragoza University

+Institute of Communications Engineering

+"Amirkabir University of Technology, Tehran"

+"GSCM-LRIT, Faculty of Sciences, Mohammed V University-Agdal, Rabat, Morocco"

+"Australian National University, 2Smart Vision Systems, CSIRO, 3CVLab, EPFL"

+"Division of Electronics and Electrical Engineering, Dongguk University, 30 Pildong-ro 1-gil, Jung-gu"

+"Jahangirnagar University, Savar, Dhaka   1342, Bangladesh"

+"Institute ofInformation Science, Academia Sinica, Taipei, Taiwan"

+"aImperial College London, London, UK"

+University of North Carolina Wilmington in Partial Ful llment

+"point, lighting, and appearance. Many applications, including video surveillance systems"

+University of Texas at

+The Australian National University

+"Beijing Institute of Technology, Beijing, China"

+"MIT, McGovern Institute, Center for Brains, Minds and Machines"

+"Imperial College, South Kensington Campus, London SW7 2AZ, UK"

+"University of Michigan, Ann Arbor"

+"Laboratory for Human Brain Dynamics, RIKEN Brain Science Institute (BSI), 2-1 Hirosawa, Wakoshi, Saitama, 351-0198, Japan"

+Max-Planck Institute for Informatics

+Harvard University

+"Faculty of Computer and Information Science, University of Ljubljana, Ve cna pot 113, SI-1000 Ljubljana"

+"Deparment of Computing, Imperial College London, UK"

+"additional details of DCS descriptors, including visualization. For extending the evaluation"

+"University of Plymouth, UK"

+"ISLA Lab, Informatics Institute, University of Amsterdam"

+"Pattern Recognition and Bioinformatics Group, Delft University of Technology, The Netherlands"

+AristotleUniversityofThessaloniki

+UNIVERSITY OF OULU GRADUATE SCHOOL

+"Katholieke Universiteit Leuven, ESAT/VISICS"

+"College Park, MD, 20740, USA"

+"City University of Hong Kong, Hong Kong, China"

+Waseda University

+The University of Texas

+"Assistant Lecturer, College of Science, Baghdad University, Baghdad, Iraq"

+"Facial expression  gures prominently in research on almost every aspect of emotion, including psychophys"

+"VelTech Dr. R.R. and Dr. S.R. Technical University, Chennai"

+"Hunan Provincial Key Laboratory of Wind Generator and Its Control, Hunan Institute of Engineering, Xiangtan, China"

+The University of Newcastle

+"University of Canterbury, New Zealand"

+Dr. B. C. Roy Engineering College

+"the Chinese University of Hong Kong, Shatin, Hong Kong"

+"Srm Easwari Engineering College, Ramapuram, Bharathi Salai, Chennai, Tamil Nadu, India"

+Institute for Advanced Computer Studies

+"National University of Singapore Research Institute, Suzhou, China"

+"CNRS , Institute of Automation of the Chinese Academy of Sciences"

+Cornell University

+University of Miami

+"University of North Carolina at Chapel Hill, NC, USA"

+McMaster University

+SAMSI and Duke University

+"University of Miami, USA"

+University of Texas at Austin

+University of Bristol

+"The University of Queensland, School of ITEE, QLD 4072, Australia"

+"College of Electronics and Information, Northwestern Polytechnic University"

+"Tampere University of Technology, Tampere 33720, Finland"

+University of Illinois Urbana Champaign

+The Graduate University for Advanced Studies (SOKENDAI

+"University of Amsterdam, Amsterdam, the Netherlands, 2 Leiden University"

+"Minia University, Egypt"

+"University of Karlsruhe, Germany"

+Boston College

+National Cheng Kung University

+Tomsk Polytechnic University

+"Northumbria University, Newcastle upon Tyne, NE1 8ST, UK"

+"University of Massachusetts, Amherst, MA"

+"SenseTime, 2Tsinghua University"

+Anna University

+"ISLA Lab, Informatics Institute"

+"Indraprastha Institute of Information Technology (Delhi, India"

+"University of Science and Technology of China, Hefei 230026, P. R. China"

+"Rutgers University, USA"

+"School of Computing and Communications   University of Technology, Sydney"

+"University of Florida, Gainesville, FL, 32611, USA"

+"Aristotle University of Thessaloniki, Box 451, 54124 Thessaloniki, Greece"

+"Indian Institute of Technology Delhi, New Delhi, India"

+"University of Oxford, UK"

+"Toyota Technological Institute, Chicago (TTIC"

+Thapar University

+"University of Colorado at Colorado Springs and Securics, Inc., Colorado Springs, CO, USA"

+"College of Computer Science, Sichuan University, Chengdu 610065, P.R. China"

+Islamic Azad University of AHAR

+"Center of Research Excellence in Hajj and Umrah, Umm Al-Qura University, Makkah, KSA"

+eBay Research Labs

+"University of Maryland, College Park, MD"

+"Information Technology, Madras Institute of Technology, TamilNadu, India, email"

+"University College London, London, UK"

+"Research Scholar (M.Tech, IT), Institute of Engineering and Technology"

+Sabanci University

+"ESAT, Katholieke Universiteit Leuven, Leuven, Belgium"

+"Institute for Infocomm Research, Agency for Science, Technology and Research, Singapore"

+"of Psychology, University of Michigan, Ann Arbor, MI, United States, University of Michigan, Ann"

+York University

+The State University of New Jersey

+"University of Georgia, Athens, GA, U.S.A"

+"Vrije Universiteit Brussel, 1050 Brussels, Belgium"

+College of Computing

+K S Rangasamy College of Technology

+"of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, China"

+"Institute of Computing Technology, CAS, Beijing, 100190, China"

+"School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"

+College of Computer and Information Science

+"ITCS, Institute for Interdisciplinary Information Sciences, Tsinghua University, Beijing"

+"The University of York, Heslington, York YO10 5DD, United Kingdom"

+"Graduate Institute ofNetworking and Multimedia, National Taiwan University, Taipei, Taiwan"

+"Purdue University, West Lafayette, IN 47907, USA"

+DICGIM - University of Palermo

+"Computer Science and Technology, Tsinghua University, Beijing, China"

+THE UNIVERSITY OF ARIZONA

+College of Computer Science and Information Sciences

+"Nanjing University of Aeronautics and Astronautics, China"

+Sharif University of Technology

+McGovern Institute

+University of Chinese Academy of Sciences

+"Machine Perception Laboratory, University of California, San Diego"

+"Cardiff University, UK"

+"School of Computer Science, Carnegie Mellon University, Pittsburgh, PA 15213, USA"

+"Human Interface Technology Lab New Zealand, University of Canterbury, New Zealand"

+"Tsinghua University, China"

+Karlsruhe Institute of Technology

+"Shenzhen Key Lab of CVPR, Shenzhen Institutes of Advanced Technology"

+"Electrical and Computer Engineering, National University of Singapore, Singapore"

+DAP - University of Sassari

+University of Verona. 2Vienna Institute of Technology. 3ISTC CNR (Trento). 4University of Trento

+"University of Amsterdam, Amsterdam, The Netherlands"

+"The Chinese University of Hong Kong, New Territories, Hong Kong"

+"Visual Geometry Group, University of Oxford, UK"

+"Japan, 2 Center for Special Needs Education, Nara University of Education, Nara-shi, Nara"

+"b Brain Behavior Center, University of Pennsylvania Medical Center, Hospital of the University of Pennsylvania"

+"Science and Intelligence Technology, Shanghai Institutes for Biological Sciences, CAS"

+"School of Data of Computer Science, Sun Yat-sen University, P.R. China"

+y National Institute of Advanced Industrial Science and Technology

+"College Park, United States"

+"ISTMT, Laboratory of Research in Biophysics and Medical Technologies LRBTM Higher Institute of Medical Technologies of Tunis"

+"aFaculty of Electrical Engineering, University of Technology MARA, Shah Alam, 40450 Selangor, Malaysia"

+"Institute for Interdisciplinary Information Sciences, Tsinghua University, Beijing, China"

+Illinois Institute of Technology

+"Princeton University, Princeton, NJ, USA"

+"M.Tech, Sri Sunflower College of Engineering and Technology, Lankapalli"

+IDIAP RESEARCH INSTITUTE

+"Harvard University, Cambridge, MA"

+"Boston College, USA"

+"Stony Brook University, Stony Brook, USA"

+"image being generated by the model, include Active Appearance"

+Massachusetts Institute of Technology

+"MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff"

+"Graduate School at Shenzhen, Tsinghua University, Shenzhen 518055, China"

+"ECSE, Rensselaer Polytechnic Institute, Troy, NY"

+"Author s addresses: Z. Li and D. Gong, Shenzhen Institutes of Advanced Technology, Chinese Academy"

+"University of Michigan, Ann Arbor, MI, USA (UMICH.EDU"

+"PG scholar, Communication Systems, Adhiyamaan College of Engineeing, Hosur, (India"

+"La Trobe University, Australia"

+Institute for Vision Systems Engineering

+Carnegie Melon University

+"Rice University, Houston, TX, 77005, USA"

+"Research School of Engineering, The Australian National University, ACT 2601, Australia"

+"Huazhong University of Science and Technology, Wuhan, China"

+"Central Tehran Branch, Azad University"

+"Aditya institute of Technology and Management, Tekkalli-532 201, A.P"

+"State Key Laboratory of CAD and CG, ZHE JIANG University, HangZhou, 310058 China"

+"University of Amsterdam, The Netherlands"

+Tampere University of Technology

+"Nagoya University, Japan"

+B.S./M.S. Brandeis University

+"University of Maryland, College Park, USA"

+"University of Pennsylvania School of Medicine, 1013 Blockley Hall"

+"Language Technology Institute, Carnegie Mellon University, Pittsburgh, PA, USA"

+"College of Mechatronic Engineering and Automation, National University of Defense Technology"

+"Imaging Science and Biomedical Engineering, The University of Manchester, UK"

+Hong Kong Polytechnic University

+"Arts Media and Engineering, Arizona State University"

+University of Illinois at Chicago

+"Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China"

+"National Laboratory of Pattern Recognition Institute of Automation, Chinese Academy of Sciences"

+"School of Computer Science and Engineering, Nanyang Technological University, Singapore"

+"cid:3) School of Software, Tsinghua University"

+"Center for Healthy Aging, University of"

+University of Connecticut

+"Institute for Infocomm Research, Agency for Science, Technology and Research (A*STAR), Singapore"

+"Dalian University of Technology, Dalian 116024, China"

+"Shenzhen Institutes of Advanced Technology, Chinese Academy of Science, China"

+"Faculty of Engineering and Technology, Multimedia University (Melaka Campus"

+"EIMT, Open University of"

+University of Cape Town

+University of Cambridge Computer Laboratory

+"Shenzhen key lab of Comp. Vis. and Pat. Rec., Shenzhen Institutes of Advanced Technology, CAS, China"

+University of Maryland

+"aMILab, LCSEE, West Virginia University, Morgantown, West Virginia, USA"

+"CVL, Link oping University, Link oping, Sweden"

+"University College London, 12 Queen Square, London WC1N 3BG, UK"

+"Inst. Neural Computation, University of California"

+New York University

+"The Chinese University of Hong Kong, Hong Kong SAR, China"

+"College of Computers and Information Systems, Umm Al-Qura University, Makkah, KSA"

+Autonomous University of Barcelona

+"Kongju National University, South Korea"

+"Sri SidarthaInstitute of Technology, Tumkur"

+University Of California San Diego

+The American University in Cairo

+"Psychology, American University"

+"University of Pennsylvania Medical Center, Hospital of the University of Pennsylvania"

+"Institute for Infocomm Research, Singapore"

+Hunan University

+"School of Computer Science, Nanjing University of Science and Technology"

+Technical University of Kaiserslautern

+"Ross School of Business, University of Michigan, Ann Arbor, MI, USA"

+"School of EECS, Queen Mary University of London"

+"Key Laboratory of Pervasive Computing (Tsinghua University), Ministry of Education"

+"Helen Wills Neuroscience Institute, University of"

+"Carnegie Mellon University, Pittsburgh, USA"

+"School of Optics and Electronics, Beijing Institute of Technology, Beijing"

+"System Research Center, NOKIA Research Center, Beijing, 100176, China"

+"Kyung Hee University, South Korea"

+IstanbulTechnicalUniversity

+Technion   Israel Institute of Technology

+"School of Computing and Communications Infolab21, Lancaster University, Lancaster LA1 4WA, UK"

+"University of Tsukuba, Japan"

+"ColumbiaUniversity, NY, USA"

+"aCentre for Neuroscience, Indian Institute of Science, Bangalore, India"

+CALIFORNIA INSTITUTE OF TECHNOLOGY

+University of Dundee

+University of Twente

+"Graduate Institute of Networking and Multimedia, National Taiwan University, Taipei, Taiwan"

+"University of Wisconsin-Madison, Madison, WI, USA"

+"National Engineering Research Center for Multimedia Software, Wuhan University, Wuhan, China"

+University of Witwatersrand

+"Institute of Automation, Chinese Academy of Sciences (CASIA"

+Marquette University

+"ICT-ISVISION Joint RandD Laboratory for Face Recognition, Institute of Computer Technology, The Chinese Academy of Sciences"

+"School of Control Science and Engineering, Shandong University, Jinan 250061, China"

+University of Perugia

+"National University of Computer and Emerging Sciences (NUCES-FAST), Islamabad, Pakistan"

+"NICTA, and Australian National University"

+"RWTH Aachen University, Germany"

+"College of Computer Science, Zhejiang University"

+"Computer Engineering and Computer Science, Duthie Center for Engineering, University of"

+University of Ljubljana

+"College of Science, Menou a University, Menou a 32721, Egypt"

+High Institute of Medical Technologies

+Vietnam National University Ho Chi

+University of Newcastle

+"University of Dammam, Saudi Arabia"

+"Center for Biometrics and Security Research and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences"

+"Queen Mary, University of London, E1 4NS, UK"

+Engineering Chaoyang University Nankai Institute of

+"Feng Chia University, Taichung, Taiwan"

+"Carnegie Mellon University, CyLab Biometrics Center, Pittsburgh, PA, USA"

+"EEMCS, University of Twente, Netherlands"

+"Netherlands, Utrecht University, Utrecht, The Netherlands"

+University of Siena

+"Queen Mary, University of London"

+"Manonmaniam Sundaranar University, Tirunelveli"

+University of Thessaloniki

+B. S. Rochester Institute of Technology

+"California Institute of Technology, Pasadena, California, USA"

+"University of Haifa, Haifa, Israel"

+"Tamkang University, Taipei, Taiwan"

+"Imperial College of Science, Technology and Medicine"

+"Tel-Aviv University, Israel"

+"c Cardiff Business School, Cardiff University, Cardiff, United Kingdom"

+"RWTH Aachen University, Aachen, Germany"

+"Utrecht Centre for Child and Adolescent Studies, Utrecht University, Utrecht, The Netherlands"

+Wolfson College

+Honda Research Institute USA

+"School of Management Engineering, Henan Institute of Engineering, Zhengzhou 451191, P.R. China"

+"Beijing, China"

+"Graduate University of Chinese Academy of Sciences(CAS), 100190, China"

+"Institute of Image Communication and Network Engineering, Shanghai Jiao Tong University"

+"University of Caen, France"

+"Northeastern University, Boston, MA, USA"

+"Computer Vision Laboratory, Link oping University, SE-581 83 Link oping, Sweden"

+"National Taiwan University, Taiwan"

+"University of Southern California, Institute for Robotics and Intelligent Systems"

+South China University of China

+Harvard and Massachusetts Institute

+"College Park, MD 20742 USA"

+"School of Electronics Engineering and Computer Science; Peking University, Beijing 100871, China"

+"Montefiore Institute, University of Li ge, 4000 Li ge, Belgium"

+"School of Computer, Beijing Institute of Technology, Beijing, China"

+"Honda RandD Americas, Inc., Boston, MA, USA"

+"School of Computer Science, Fudan University, Shanghai 200433, China"

+"School of Computer Science and Technology, Tianjin University, Tianjin, China"

+Kobe University

+"Indian Institute of Technology, Kharagpur"

+"The Australian National University, Canberra, Australia"

+"University of Virginia, Charlottesville, VA"

+"University of California, Irvine, USA"

+Biometric Research Center

+"School of Psychology, The University of New South Wales, Sydney, Australia, 2 School of Psychology"

+"Motorola China Research Center, Shanghai, 210000, P.R.China"

+"Institute for Electronics, Signal Processing and Communications"

+"Rutgers University, New Brunswick, NJ"

+"College of Electronics and Information Engineering, Sichuan University, Chengdu 610064, China"

+"c School of Arts and Sciences, University of Pennsylvania Medical Center, Hospital of the University of Pennsylvania"

+"KTH   Royal Institute of Technology, Stockholm"

+Mahanakorn University of Technology

+"Centre for Quantum Computation and Intelligent Systems, FEIT, University of Technology Sydney, Australia"

+"of Engineering and Information Technology, University of Technology, Sydney, Australia"

+"University of Washington, Seattle, USA"

+"Centre for Vision, Speech and Signal Processing, University of Surrey, Guildford, GU2 7XH"

+Howard Hughes Medical Institute (HHMI

+"University of California, Berkeley, Berkeley CA 94720, USA"

+"Dextro Robotics, Inc. 101 Avenue of the Americas, New York, USA"

+"COMSATS Institute of Information Technology, Islamabad"

+"Azad University, Qazvin, Iran"

+Islamic University of Gaza - Palestine

+University of Malta

+Tafresh University

+Stevens Institute of Technology  Adobe Systems Inc

+"IES College of Technology, Bhopal"

+"Lecturer, Amity school of Engineering and Technology, Amity University, Haryana, India"

+"University of Amsterdam; 2Amsterdam Brain and Cognition Center, University of"

+North Carolina Central University

+"University of Trento, Italy"

+"The University of Sydney, NSW 2006, Australia"

+"University Technology of Malaysia, 81310 Skudai, Johor, Malaysia"

+"University of Science, Ho Chi Minh city"

+UNIVERSITY OF APPLIED SCIENCE DARMSTADT (FHD

+"recognition, such as human computer interfaces and e-services, including e-home"

+Australian Institute of Sport

+The University of British Columbia

+"Institute of Computing Technology, Chinese Academy of Sciences"

+U.S. Army Research Laboratory

+"Computational Medicine Laboratory, Institute of Computer Science, Foundation for Research and Technology - Hellas"

+ATR Human Information Processing Research Laboratories

+"Integrated Research Center, Universit`a Campus Bio-Medico di Roma"

+"Institute for Arts, Science and Technology"

+"Bo gazici University, Istanbul, TR"

+"versity of Amsterdam, Amsterdam and University of Trento"

+"Information Technology University (ITU), Punjab, Lahore, Pakistan"

+"School of Applied Statistics, National Institute of Development Administration, Bangkok, Thailand"

+"Santa Clara University, Santa Clara, CA. 95053, USA"

+"School of Computer Science and Technology, Tianjin University, Tianjin 300072, China"

+"Suhaila N. Mohammed, Baghdad University, College of Science, Baghdad, Iraq"

+Korea Advanced Institute of Science and Technology

+"School of Computer Software, Tianjin University, 300072 Tianjin, China"

+"Computer Science, Beijing Institute of Technology, Beijing 100081, P.R.China"

+"ESTeM, University of Canberra"

+"Rutgers University, Piscataway, NJ"

+"College of Science, Baghdad University, Baghdad, Iraq"

+"Center for Research in Computer Vision, University of Central Florida, Orlando, USA"

+"Psychology and Educational Sciences, Open University of the Netherlands, Valkenburgerweg"

+"University of Siena, Siena, Italy"

+"University of Zurich, Zurich, Switzerland"

+"and bDivision of Engineering and Applied Sciences 136-93, California Institute of Technology, Pasadena, CA"

+"The American University in Cairo, Egypt"

+"School of Psychology, University of Auckland, Auckland, New Zealand"

+"Informatics and Telematics Institute, Centre of Research and Technology - Hellas"

+"Lotus Hill Institute for Computer Vision and Information Science, 436000, China"

+"State University of Rio de Janeiro, Brazil"

+A DISSERTATION SUBMITTED TO THE UNIVERSITY OF MANCHESTER

+University of

+"Doctor of Philosophy in Computing of Imperial College, February"

+"National Laboratory of Pattern Recognition (NLPR), Institute of Automation"

+"Public University of Navarra, Spain"

+"Hector Research Institute of Education Sciences and Psychology, T ubingen"

+"University of Chinese Academy of Sciences, Beijing 100049, China"

+University  Politehnica  of Bucharest

+Western Kentucky University

+"University of Balochistan, Quetta"

+Pennsylvania

+"Electronic and Information Engineering, University of Bologna, Italy"

+"The Hong Kong Polytechnic University, Hong Kong, China"

+"Key Lab of Intelligent Information Processing of Chinese Academy of Sciences (CAS), Institute of"

+"Moscow Institute of Physics and Technology, Institutskiy per., 9, Dolgoprudny, 141701, Russia"

+"Computer Vision for Human Computer Interaction, Karlsruhe Institute of Technology, Germany"

+Jacobs University

+"Carnegie Mellon University Pittsburgh, PA, USA"

+Weizmann Institute of Science

+Institute for Computer Graphics and Vision

+"University of Science and Technology of China, Hefei, 230027, China"

+Link to publication in University of Groningen/UMCG research database

+"University of Cambridge, United Kingdom"

+"School of Computer Engineering, Nanyang Technological University, Singapore"

+"Lister Hill National Center for Biomedical Communications, National Library of Medicine, National Institutes of Health"

+"School of Mathematical Science, Dalian University of Technology, Dalian, China"

+Idiap Research Institute and EPF Lausanne

+"Vision and Sensing, HCC, ESTeM, University of Canberra"

+"Priyadarshini College of Engg, Nagpur, India"

+"School of Software, Tianjin University"

+"Information, Keio University"

+"Graduate School of Information Science, Nara Institute of Science and Technology, Ikoma-shi, Nara"

+"University of Chinese Academy of Sciences, China"

+"Institute of Digital Media, Peking University, Beijing 100871, China"

+"Korea Electronics Technology Institute, Jeonju-si, Jeollabuk-do 561-844, Rep. of"

+University of Science and Technology Beijing

+"University of California, Berkeley"

+"The University of Sydney, Sydney, Australia"

+at the University of Central Florida

+University of Campinas (Unicamp

+"CVAP, KTH (Royal Institute of Technology), Stockholm, SE"

+"University of Verona, Verona, Italy"

+"The Chinese University of Hong Kong, HKSAR, China"

+University of Exeter

+University of Maryland College Park

+"Purdue University, West Lafayette, Indiana, 47906, USA"

+"Graduate School of Information Science, Nagoya University; Furo-cho, Chikusa-ku, Nagoya, 464-8601, Japan"

+"University of Washington, Seattle, WA, USA"

+"Faculty of Science and Technology, University of Macau"

+"Center for Sensor Systems  (ZESS) and Institute for Vision and Graphics#, University of Siegen"

+ALICE Institute

+University of California

+Clemson University

+University: Dhirubhai Ambani Institute of Information and Communication Technology

+"learning. As a result of this research, many applications, including video surveillance systems"

+"Harbin Institute of Technology, Harbin, China"

+of bilkent university

+"School of Behavioral and Brain Sciences, The University of Texas at Dallas, USA"

+"GREYC Laboratory, ENSICAEN - University of Caen Basse Normandie - CNRS"

+NSS College of Engineering

+Cardi  University

+The City University of New York

+"Institute of Electrical Measurement and Measurement Signal Processing, TU Graz, Austria"

+"Universitat Polit`ecnica de Catalunya,  Columbia University"

+University of Texas at Arlington

+"University Campus, 54124, Thessaloniki, Greece"

+Australian National University

+"Courant Institute of Mathematical Sciences and Google Research, New York, NY"

+"Publication details, including instructions for authors and subscription information"

+"University of Amsterdam, the Netherlands"

+Robotics Institute

+"University of Ioannina, Ioannina, Greece, 2 Computational Biomedicine"

+"face processing, including age (Berry, 1990), sex (Hill"

+Queensland University of Technology

+Language Technologies Institute

+Transilvania University

+"Intelligent Systems Lab Amsterdam, University of Amsterdam"

+"University of Bath, Bath, United Kingdom"

+"College of Engineering, Pune, India"

+"University of Pittsburgh, Pittsburgh, PA"

+University of Nottingham Ningbo China

+Math Institute

+"SASTRA University, Thanjavur, Tamil Nadu, India"

+College of Engineering (Poly

+"MCA Student, Sri Manakula Vinayagar Engineering College, Pondicherry"

+"Engineering, Ton Duc Thang University, 19 Nguyen Huu Tho Street, Ho Chi Minh City, Vietman"

+University of Venezia

+Institute of Road and

+"University of Basel, Departement Informatik, Basel, Switzerland"

+"Computer Information Systems, Missouri State University, 901 S. National, Springfield, MO 65804, USA"

+"Institute of Human Genetics, University Hospital Magdeburg, Magdeburg, Germany"

+"Center for Research in Intelligent Systems, University of California, Riverside, CA 92521, USA"

+"School of Computer Science, Carnegie Mellon University, USA"

+"Istanbul Technical University, Turkey"

+"Faculty of Electrical Engineering, Mathematics and Computer Science, University"

+"Solapur University, INDIA"

+Dartmouth College

+"School of Electrical Engineering and Computer Science, Peking University"

+"RTMNU Nagpur University, India"

+University of Massachusetts Amherst in partial ful llment

+University of Canberra

+University of Bath

+Research Center

+"Vision and Fusion Lab, Karlsruhe Institute of Technology KIT, Karlsruhe, Germany"

+"B. Tech., Indian Institute of Technology Jodhpur"

+Karlsruhe Institute of

+"Lille 1 University, France"

+University of Bonn

+"University of Szeged, 2 E tv s Lor nd University"

+"State Key Laboratory for Novel Software Technology, Nanjing University, China"

+"School of Computer Science, Carnegie Mellon University, Pittsburgh, USA"

+D.J. Sanghvi College of Engineering

+"KTH, Royal Institute of Technology"

+University of British Columbia

+Alex Waibel (Carnegie Mellon University

+Systems and Telematics - Neurolab

+Florida International University

+"Government College of Engineering, Aurangabad"

+Institute for Neural Computation

+"University of the Basque Country, San Sebastian, Spain"

+University of the Witwatersrand

+"University of Alberta, Edmonton, Canada"

+"Vision and Sensing, HCC Lab, ESTeM, University of Canberra"

+"North Dakota State University, Fargo, ND58105, USA"

+"Leiden Institute of Advanced Computer Science, Leiden University, The Netherlands"

+"University Library, Singapore"

+"University of Victoria, Victoria, Canada"

+"HOD, St. Joseph College of Information Technology, Songea, Tanzania"

+Tsinghua-CUHK Joint Research Center for Media Sciences

+"Michigan State University, East Lansing, MI, U.S.A"

+Oakland University

+"Stanford University, Stanford, CA, USA"

+"Pattern Recognition and Bioinformatics Group, Delft University of Technology"

+University of Trento

+"Springer Science + Business Media, Inc. Manufactured in The Netherlands"

+"Intelligence, Concordia University, Montreal"

+"Doctor of Philosophy in Computer Science at Cardi  University, July 24th"

+"Institute of Computing Technology, CAS"

+"Kobe University, NICT and University of Siegen"

+"Rheinische-Friedrich-Wilhelms University, Bonn, Germany"

+"School of Computer Science, Northwestern Polytechnical University, Xi an China"

+"Institute of Systems Engineering, Southeast University, Nanjing, China"

+"School of Computer Science, Carnegie Mellon University, 15213, USA"

+"Southwest Jiaotong University, Chengdu, P.R. China"

+"Michigan State University, East Lansing, MI 48824, USA"

+"puter Engineering, National University of Singapore, Singapore (e-mails"

+"Dean, K.S.Rangasamy College of Technology, Namakkal, TamilNadu, India"

+College of Information and Electrical Engineering

+"Institute for Genomic Statistic and Bioinformatics, University Hospital Bonn"

+"Institute for Advanced Computer Studies, University of Maryland, College Park, MD"

+"The University of York, UK"

+Chosun University

+"Rensselaer Polytechnic Institute, USA"

+"Faculty of Computer, Khoy Branch, Islamic Azad University, Khoy, Iran"

+"University of Southampton, UK, 2University of Warwick, UK"

+"Institute of Digital Media, Peking University, Beijing, 100871, China"

+"Government College of Engineering, Aurangabad [Autonomous"

+"Research Center for Learning Science, Southeast University, Nanjing, China"

+"Imperial College London, UK"

+"Quantitative Employee unit, Finnish Institute of Occupational Health"

+Multimedia Laboratory at The Chinese University of Hong Kong

+"The American University In Cairo, Road 90, New Cairo, Cairo, Egypt"

+"University of California, Merced"

+The Education University of Hong Kong

+Institute for System Programming

+"National Research University Higher School of Economics, Nizhny Novgorod, Russian"

+Max Planck Institute for Biological Cybernetics

+Pohang University of Science and Technology

+"Key Laboratory of Transient Optics and Photonics, Xi an Institute of Optics and Precision Mechanics, Chi"

+"University of Nottingham, Nottingham, UK"

+"M.S. (University of California, Berkeley"

+Rochester Institute of Technology

+USC Institute for Creative Technologies

+"QCIS, University of Technology, Sydney"

+A Thesis submitted to McGill University in partial fulfillment of the requirements for the

+"and especially light angle, drastically change the appearance of a face [1]. Facial expressions, including"

+"College Park, USA"

+"University of Twente, Netherlands"

+"Arizona State University, Tempe AZ"

+STANBUL TECHNICAL UNIVERSITY   INSTITUTE OF SCIENCE AND TECHNOLOGY

+"University of Basel, Switzerland"

+"Division of IT Convergence, Daegu Gyeongbuk Institute of Science and Technology"

+University Lecturer Veli-Matti Ulvinen

+University of Insubria

+Bo gazi ci University

+"Hasan Kalyoncu University, Gaziantep, Turkey"

+aInformation Sciences Institute

+"Johns Hopkins University, 3400 N. Charles Street, Baltimore, MD 21218, USA"

+Fraunhofer Institute for Integrated Circuits IIS

+Science and the Robotics Institute at Carnegie Mellon University. This study was supported in part

+University Of Maryland

+Kyushu University

+Boston University Theses and Dissertations

+The University of Texas at

+"Kulhare, Sourabh, ""Deep Learning for Semantic Video Understanding"" (2017). Thesis. Rochester Institute of Technology. Accessed"

+"Institute of Computer Science and Technology, Chongqing University of Posts and"

+"University of Oxford, Oxford, United Kingdom"

+"Psychonomic Society, Inc"

+"University of Chinese Academy of Sciences, Beijing, 100049, China"

+State University of New York at Binghamton

+"Pune Institute of Computer Technology, Pune, ( India"

+"School of Computer Science, University of Lincoln, United Kingdom"

+"Ph.D Research Scholar, Karpagam University, Coimbatore, Tamil Nadu, India"

+"University, Xi an Shaanxi Province, Xi an 710049, China"

+"Keio University, Yokohama 223-8522, Japan"

+"Rutgers University, Computer and Information Sciences, 110 Frelinghuysen Road, Piscataway, NJ"

+"UMIACS | University of Maryland, College Park"

+"Swiss Federal Institute of Technology, Lausanne (EPFL"

+"University of Shef eld, UK"

+State University of New York at Buffalo

+"Australian Centre for Visual Technologies, The University of Adelaide, Australia (b"

+"School of Automation Engineering, University of Electronic Science and Technology of China, No. 2006, Xiyuan Ave"

+Columbia University

+University of Warwick

+"College of Engineering, Purdue University"

+"National Institute of Technology, Durgapur, West Bengal, India"

+New Jersey Institute of Technology

+The Robotics Institute   Carnegie Mellon University

+"Aristotle University of Thessaloniki, GR-54124 Thessaloniki, Greece"

+"C.L. Teo, University of Maryland"

+"University of Massachusetts, Amherst Technical Report UM-CS"

+Beckman Institute

+"Lomonosov Moscow State University, 2Video Analysis Technologies, LLC"

+The Chinese University ofHong Kong

+"School of Computer Engineering, Shahrood University of Technology, Shahrood, IRAN"

+"University of Alberta, Edmonton, AB T6G 2E8, Canada"

+"Robotics Institute, Carnegie Mellon University"

+University of Twente 2Dublin City University 3Oxford University

+"Southeast University, Nanjing, China"

+"University of Massachusetts, Amherst MA, USA"

+Virginia Polytechnic Institute and State University

+Link to publication from Aalborg University

+"the Diploma of Imperial College London. This thesis is entirely my own work, and, except"

+University of Manitoba

+B.S.Abdur Rahman University B.S.Abdur Rahman University

+"University of Michigan, Ann Arbor, USA"

+"National Chung Cheng University, Chiayi, Taiwan, R.O.C"

+"College of Information Engineering, Shanghai Maritime University, Shanghai, China, 2 School of Information, Kochi University"

+"to visually detectable changes in facial appearance, including blushing and tears. These"

+"National Institute of Advanced Industrial Science and Technology (AIST), Tsukuba 305-8560, Japan"

+Boston University

+"and Modeling, Rutgers University"

+"Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213, USA"

+"applications has different requirements, including: processing time (off-line, on-line, or real-time"

+Nam k Kemal University

+"Augmented Vision Lab, Technical University Kaiserslautern, Kaiserslautern, Germany"

+"Kyoto University, Kyoto, Japan"

+"a Section of Biomedical Image Analysis, University of Pennsylvania, 3600 Market, Suite 380, Philadelphia, PA 19104, USA"

+"Multimedia University (MMU), Cyberjaya, Malaysia"

+Eskisehir Osmangazi University

+University of Illinois

+A dissertation submitted to the Faculty of the University of Delaware in partial

+"Faculty of Mathematics and Computer Science, University of Barcelona, Barcelona, Spain"

+Institute of Deep Learning

+"The Hebrew University of Jerusalem, Israel"

+"University of Illinois, Urbana-Champaign"

+The Robotics Institute

+"Northumbria University, Newcastle Upon-Tyne NE21XE, UK"

+"Macau University of Science and Technology, Macau"

+"Tongji University, Shanghai 201804, China"

+"Virudhunagar Hindu Nadars  Senthikumara Nadar College, Virudhunagar"

+National University of Defense Technology

+"Advanced Imaging Science, Multimedia, and Film Chung-Ang University, Seoul"

+"Image and Video Research Laboratory, Queensland University of Technology"

+"Arizona State University, AZ, USA"

+"University Center of FEI, S ao Bernardo do Campo, Brazil"

+"KU Phonetics and Psycholinguistics Lab, University of Kansas"

+"Publication details, including instructions for authors and subscription"

+"Kodak Research Laboratories, Rochester, New York"

+"J. P. College of Engineering, India"

+"University of Amsterdam, Amsterdam, The"

+"Deparment of Computing, Goldsmiths, University of London, UK"

+Carleton University

+"Research Institute of Shenzhen, Wuhan University, Shenzhen, China"

+"Nanjing University of Information Science and Technology, Nanjing, 210044, China"

+"The Hong Kong Polytechnic University, Hong Kong"

+"Institute of Automation, Chinese Academy of Sciences, 100190, Beijing, P.R.C"

+"University of Bonn, Germany"

+"Technological Educational Institute of Athens, 12210 Athens, Greece"

+"Technical University in Prague, Technick a 2, 166 27 Prague 6 Czech Republic"

+University Lecturer Anu Soikkeli

+"Quanti ed Employee unit, Finnish Institute of Occupational Health"

+"Center for Automation Research, UMIACS, University of Maryland, College Park"

+"School of Information Science and Technology, ShanghaiTech University, Shanghai, 200031, China"

+"Amal Jyothi College of Engineering, Kanjirappally, India"

+"Graduate University of CAS, 100190, Beijing, China"

+SIMON FRASER UNIVERSITY

+"Capital Normal University, 100048, China"

+No Institute Given

+"Intelligent Information Engineering and Science, Doshisha University, Kyoto, Japan"

+Nagoya University

+"Sichuan Fine Arts Institute, Chongqing, China"

diff --git a/split-csv.py b/split-csv.py
index e7c12883..122d2ddc 100644
--- a/split-csv.py
+++ b/split-csv.py
@@ -4,6 +4,7 @@ import csv
 from math import ceil
 import subprocess
 import random
+from util import *
 
 import click
 
@@ -16,7 +17,7 @@ def split_csv(count, has_keys, shuffle, filename):
   """Split a CSV into groups."""
   with open(filename, 'r') as f:
     reader = csv.reader(f)
-    lines = list(reader)
+    lines = list(unfussy_reader(reader))
     if has_keys:
       keys = lines[0]
       lines = lines[1:]