1 files changed, 3 insertions, 12 deletions

diff --git a/scraper/reports/doi_institutions_unknown.csv b/scraper/reports/doi_institutions_unknown.csv
index e1a509d9..bc3bc41c 100644
--- a/scraper/reports/doi_institutions_unknown.csv
+++ b/scraper/reports/doi_institutions_unknown.csv
@@ -5,7 +5,6 @@
 0d9815f62498db21f06ee0a9cc8b166acc93888e,Image recognition system based on novel measures of image similarity and cluster validity,c

 0d9815f62498db21f06ee0a9cc8b166acc93888e,Image recognition system based on novel measures of image similarity and cluster validity,d

 0d9815f62498db21f06ee0a9cc8b166acc93888e,Image recognition system based on novel measures of image similarity and cluster validity,e

-0d7652652c742149d925c4fb5c851f7c17382ab8,A fast and efficient pre-training method based on layer-by-layer maximum discrimination for deep neural networks,"Faculty of Biomedical Engineering, Amirkabir University of Technology (Tehran Polytechnic), Hafez Ave., Tehran, Iran"

 0da3c329ae14a4032b3ba38d4ea808cf6d115c4a,Discriminant feature extraction for image recognition using complete robust maximum margin criterion,"Department of Computer Science, Minjiang University, Fuzhou, People’s Republic of China"

 0d75c7d9a00f859cffe7d0bd78dd35d0b4bc7fa6,Active differential CMOS imaging device for human face recognition,"Inst. Nat. des Telecommun., Evry, France"

 0d98750028ea7b84b86e6fec3e67d61e4f690d09,Large-scale subspace clustering using random sketching and validation,"Dept. of ECE & Digital Technology Center, Univ. of Minnesota, USA"

@@ -40,7 +39,6 @@
 3bcb93aa2a5e5eda039679516292af2f7c0ff9ac,Terrain classification of hyperspectral remote sensing images based on kernel maximum margin criterion,"School of Electronic Engineering, Xi'an University of Posts and Telecommunications, Xi'an, China"

 3bdaf59665e6effe323a1b61308bcac2da4c1b73,2D spherical spaces for objects recognition under harsh lighting conditions,"Faculty of Engineering Science, Department of Systems Innovation, Arai Laboratory at Osaka University, Japan"

 3bf579baf0903ee4d4180a29739bf05cbe8f4a74,Facial Expression Biometrics Using Tracker Displacement Features,"Center for Unified Biometrics and Sensors, University at Buffalo, NY, USA. tulyakov@cedar.buffalo.edu"

-6f74c3885b684e52096497b811692bd766071530,Low-rank representation with local constraint for graph construction,"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Xidian, University, Xi'an 710071, China"

 6f22324fab61fbc5df1aac2c0c9c497e0a7db608,Volume structured ordinal features with background similarity measure for video face recognition,"Advanced Technologies Application Center 7a #21406 b/ 214 and 216, P.C. 12200, Siboney Playa, Havana, Cuba"

 6ff0f804b8412a50ae2beea5cd020c94a5de5764,Measuring sample distortions in face recognition,"Sapienza Università di Roma, Roma, Italy"

 6ff0f804b8412a50ae2beea5cd020c94a5de5764,Measuring sample distortions in face recognition,"Università di Salerno, Fisciano (SA), Italy"

@@ -48,7 +46,6 @@
 9b4b2a575641f3a7f8a5ce28b6a06c36694a9ddf,A lighting robust fitting approach of 3D morphable model for face reconstruction,"Insititute of Automation, Chinese Academy of Sciences (CAS), Beijing, China"

 9b9f6e5eb6d7fa50300d67502e8fda1006594b84,Learning to Recognise Unseen Classes by A Few Similes,"University of Sheffield, Sheffield, United Kingdom"

 9b8830655d4a5a837e3ffe835d14d6d71932a4f2,Multiview Face Recognition: From TensorFace to V-TensorFace and K-TensorFace,"Department of Computer Science, University of Texas, San Antonio, TX, USA"

-9b1a70d6771547cbcf6ba646f8775614c0162aca,Combining feature extraction and expansion to improve classification based similarity learning,"Departament d’Informática, Universitat de Valéncia, Av. de la Universitat s/n, 46100-Burjassot, Spain"

 9e5690cdb4dfa30d98dff653be459e1c270cde7f,Multiple path search for action tube detection in videos,Department of Electronic and Computer Engineering National Taiwan University of Science and Technology

 9e5809122c0880183c7e42c7edd997f92de6d81e,Eye corner detector robust to shape and illumination changes,"Fujitsu Laboratories, Kawasaki, Kanagawa, Japan"

 9e99f818b37d44ec6aac345fb2c5356d83d511c7,Sift-flow registration for facial expression analysis using Gabor wavelets,"University of Montreal, Department of Computer Science and Operations Research (DIRO), 2920 Chemin de la tour, QC, Canada, H3C 3J7"

@@ -248,13 +245,10 @@ eb02daee558e483427ebcf5d1f142f6443a6de6b,The Science and Detection of Tilting,"U
 ebc2a3e8a510c625353637e8e8f07bd34410228f,Dual Sparse Constrained Cascade Regression for Robust Face Alignment,"B-DAT Laboratory, School of Information and Control, Nanjing University of Information and Technology, Nanjing, China"

 ebeb0546efeab2be404c41a94f586c9107952bc3,Multi-cue Augmented Face Clustering,"Tianjin Universtiy, Tianjin, China"

 eb8a3948c4be0d23eb7326d27f2271be893b3409,A Probabilistic Approach to People-Centric Photo Selection and Sequencing,"Amazon, Berkshire, U.K."

-c06b13d0ec3f5c43e2782cd22542588e233733c3,Crowdsourcing facial expressions for affective-interaction,"NOVA Laboratory for Computer Science and Informatics, NOVA-LINCS, Departamento de Informática, Faculdade de Ciências e Tecnologia, Universidade Nova de Lisboa, Caparica, Portugal"

-eef0be751e9aca7776d83f25c8ffdc1a18201fd8,A dense flow-based framework for real-time object registration under compound motion,f

 ee1f9637f372d2eccc447461ef834a9859011ec1,Optimized learning instance-based image retrieval,"College of Information Science & Technology, Hebei Agricultural University, Baoding, China"

 ee1f9637f372d2eccc447461ef834a9859011ec1,Optimized learning instance-based image retrieval,"Standards & Metrology Research Institute of CARS, Beijing, China"

 ee1f9637f372d2eccc447461ef834a9859011ec1,Optimized learning instance-based image retrieval,"No.1 Senior Middle School of Wendeng District, Weihai, China"

 ee1f9637f372d2eccc447461ef834a9859011ec1,Optimized learning instance-based image retrieval,"Lawrence Berkeley National Laboratory, Berkeley, USA"

-eed05da2c0ab7d2b0a3c665a5368efa81b185099,Maximizing Gaussianity using kurtosis measurement in the kernel space for kernel linear discriminant analysis,"Department of Electronics and Communication Engineering, National Institute of Technology Trichy, Trichy 620015, India"

 c997744db532767ee757197491d8ac28d10f1c0f,A real-time emotion recognition system for disabled persons,"University of Tunis, The National Higher school of engineers of Tunis (ENSIT), Laboratory of Signal Image and Energy Mastery, LR13ES03 (SIME), Tunis, Tunisia"

 c914d2ba06ec3fd1baa0010dcc4d16c7c34fc225,Engineering Applications of Neural Networks,"Dept. of Theoretical Electrical Engineering, Technical University of Sofia, Sofia, Bulgaria"

 c914d2ba06ec3fd1baa0010dcc4d16c7c34fc225,Engineering Applications of Neural Networks,"Faculty of Engineering and Computing, Coventry University, UK"

@@ -447,10 +441,9 @@ ecdd83002f69c2ccc644d07abb44dd939542d89d,Linear dimensionality reduction based o
 43cbe3522f356fbf07b1ff0def73756391dc3454,Laplacian of smoothed image as representation for face recognition,"School of Computing and Electrical Engineering, IIT Mandi, H.P, 175001, India"

 4344ba6e33faaa616d01248368e66799548ca48b,Unsupervised joint face alignment with gradient correlation coefficient,"ICA Laboratory, Grenoble, France"

 4344ba6e33faaa616d01248368e66799548ca48b,Unsupervised joint face alignment with gradient correlation coefficient,"Gipsa-Lab, Saint Martin d’Heres, France"

-43bb2b58f906262035ef61e41768375bc8d99ae3,An Approach for Automatic Pain Detection through Facial Expression,"Department of Computer Science & Engineering, Tripura University (A Central University), Suryamaninagar-799022, Tripura, India"

 434f1442533754b3098afd4e24abf1e3792b24db,Over-the-shoulder shot detection in art films,"Film Department ELTE University, Budapest, Hungary"

-43c3b6a564b284382fdf8ae33f974f4e7a89600e,An Integrated Signature-Based Framework for Efficient Visual Similarity Detection,"South Valley University, Qena, Egypt"

-43c3b6a564b284382fdf8ae33f974f4e7a89600e,An Integrated Signature-Based Framework for Efficient Visual Similarity Detection,"University of Nottingham (Malaysia Campus), Malaysia"

+43c3b6a564b284382fdf8ae33f974f4e7a89600e,An Integrated Signature-Based Framework for Efficient Visual Similarity Detection and Measurement in Video Shots,"South Valley University, Qena, Egypt"

+43c3b6a564b284382fdf8ae33f974f4e7a89600e,An Integrated Signature-Based Framework for Efficient Visual Similarity Detection and Measurement in Video Shots,"University of Nottingham (Malaysia Campus), Malaysia"

 4317856a1458baa427dc00e8ea505d2fc5f118ab,Regularizing face verification nets for pain intensity regression,"Dept. of Electrical & Computer Engineering, Johns Hopkins University, 3400 N. Charles St, Baltimore, MD 21218, USA"

 4317856a1458baa427dc00e8ea505d2fc5f118ab,Regularizing face verification nets for pain intensity regression,"Dept. of Radiation Oncology, Johns Hopkins University, 3400 N. Charles St, Baltimore, MD 21218, USA"

 4317856a1458baa427dc00e8ea505d2fc5f118ab,Regularizing face verification nets for pain intensity regression,"Dept. of EE, UESTC, 2006 Xiyuan Ave, Chengdu, Sichuan 611731, China"

@@ -458,6 +451,7 @@ ecdd83002f69c2ccc644d07abb44dd939542d89d,Linear dimensionality reduction based o
 07dc9f3b34284cc915dea7575f40ef0c04338126,Hierarchical Clustering Multi-Task Learning for Joint Human Action Grouping and Recognition,School of ComputingNational University of Singapore

 0701b01bc99bf3b64050690ceadb58a8800e81ed,Facial expression recognition through modeling age-related spatial patterns,"Key Lab of Computing and Communication Software of Anhui Province School of Computer Science and Technology, University of Science and Technology of China Hefei, Anhui, People’s Republic of China"

 0701b01bc99bf3b64050690ceadb58a8800e81ed,Facial expression recognition through modeling age-related spatial patterns,"Department of Electrical, Computer, and Systems Engineering, Rensselaer Polytechnic Institute Troy, Troy, USA"

+383ff2d66fecdc2fd02a31ac1fa392f48e578296,An efficient multimodal 2D + 3D feature-based approach to automatic facial expression recognition,f

 008528d5e27919ee95c311266041e4fb1711c254,User-adaptive image retrieval via fusing pointwise and pairwise labels,"Alibaba Group, Zhejiang, People’s Republic of China"

 00d4c2db10f3a32d505d7b8adc7179e421443dec,Data driven adaptation for QoS aware embedded vision systems,"Computer Science and Engineering, Pennsylvania State University, PA, USA SiliconScapes, LLC, PA, USA"

 003ba2001bd2614d309d6ec15e9e2cbe86db03a1,A novel post-nonlinear ICA-based reflectance model for 3D surface reconstruction,"Dept. of Inf. Network Technol., Hsiuping Inst. of Technol., Taichung, Taiwan"

@@ -745,7 +739,6 @@ cb9921d5fc4ffa50be537332e111f03d74622442,Face Occlusion Detection Using Cascaded
 f812347d46035d786de40c165a158160bb2988f0,Predictive coding as a model of cognition,"Department of Informatics, King’s College London, Strand, London, UK"

 f8fe1b57347cdcbea755722bf1ae85c4b26f3e5c,OptiFuzz: a robust illumination invariant face recognition system and its implementation,"Toyohashi University of Technology, Toyohashi, Japan"

 f834c50e249c9796eb7f03da7459b71205dc0737,Enhanced Patterns of Oriented Edge Magnitudes for Face Recognition and Image Matching,"GIPSA Laboratory, Image and Signal Department, Grenoble Institute of Technology, Grenoble, France"

-ce3304119ba6391cb6bb25c4b3dff79164df9ac6,Real-time facial action unit intensity prediction with regularized metric learning,"Sorbonne Universités, UPMC Univ Paris 06, CNRS UMR 7222, Institut des Systèmes Intelligents et de Robotique (ISIR), 4 place Jussieu, 75005 Paris, France"

 cea2911ccabab40e9c1e5bcc0aa1127cab0c789f,Siamese multi-layer perceptrons for dimensionality reduction and face identification,"University of Lyon, LIRIS - CNRS, National Institute of Applied Sciences (INSA), Lyon, France"

 cec8936d97dea2fcf04f175d3facaaeb65e574bf,Large-Scale Video Classification with Elastic Streaming Sequential Data Processing System,"Shanghai Advanced Research Institute, CAS & Qiniu AI Lab, Shanghai, China"

 cec8936d97dea2fcf04f175d3facaaeb65e574bf,Large-Scale Video Classification with Elastic Streaming Sequential Data Processing System,"Shanghai Advanced Research Institute, CAS, Shanghai, China"

@@ -765,10 +758,8 @@ e0423788eb91772de9d708a17799179cf3230d63,Age Classification Using an Optimized C
 1bcb1c6d6cebc9737f9933fcefbf3da8a612f994,A novel Monogenic Directional Pattern (MDP) and pseudo-Voigt kernel for facilitating the identification of facial emotions,"Department of CSE, Regional Campus of Anna University, Tirunelveli 627007, India"

 7782627fa2e545276996ff9e9a1686ac496df081,Enhanced Autocorrelation in Real World Emotion Recognition,"University of Ulm, Ulm, Germany"

 77c3574a020757769b2ca807ff4b95a88eaa2a37,Computerized Face Recognition in Renaissance Portrait Art: A quantitative measure for identifying uncertain subjects in ancient portraits,"Department of Electrical Engineering, University of California, Riverside, Riverside CA, California 92521 United States"

-48a6a1c6a0ac5f2b7912b3ccb40b0c07f62ddfdf,Event-enabled intelligent asset selection and grouping for photobook creation,"Kodak Alaris Inc., Rochester, NY 14615, USA"

 4848a48a2b8bacd2092e87961cd86818da8e7151,Comparative evaluation of facial fiducial point detection approaches,"Department of Systems and Computing, Federal University of Campina Grande, Av. Apríigio Veloso, 882, 58429-900 Campina Grande, PB, Brazil"

 480ccd25cb2a851745f5e6e95d33edb703efb49e,Cross-Modal Message Passing for Two-Stream Fusion,"School of Computer Science, Center for Optical Imagery Analysis and Learning (OPTIMAL)"

-70769def1284fe88fd57a477cde8a9c9a3dff13f,Adaptive feature representation for robust face recognition using context-aware approach,"Department of Computer Science and Engineering, Inha University, 253, Yong-Hyun Dong, Nam-Gu, Incheon, South Korea"

 7081958a390d3033f5f33e22bbfec7055ea8d601,Learning Distributions of Image Features by Interactive Fuzzy Lattice Reasoning in Pattern Recognition Applications,"Dept of Computer and Informatics Engineering, Eastern Macedonia and Thrace Institute of Technology, Kavala, Greece"

 70d8bda4aafb0272ac4b93cd43e2448446b8e94d,Using SVM to design facial expression recognition for shape and texture features,"Department of Information Management, National Formosa University, Huwei, Yulin 632, Taiwan"

 1eb1fdc5c933d2483ba1acbfa8c457fae87e71e5,Building semantic understanding beyond deep learning from sound and vision,"Dept. de Ciência da Computacão, Universidade Federal de Ouro Preto, MG Brazil"