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diff --git a/scraper/reports/doi_institutions_unattributed.csv b/scraper/reports/doi_institutions_unattributed.csv
index ae9a4a97..300419fc 100644
--- a/scraper/reports/doi_institutions_unattributed.csv
+++ b/scraper/reports/doi_institutions_unattributed.csv
@@ -1,17 +1,22 @@
 39aaa7ca4983caa563656716096c9eb0082c8a51,"Fine-Grained Multi-Attribute Adversarial Learning for Face Generation of Age, Gender and Ethnicity"

 396de136485d85242583951bee4e7b19234bc964,Facial Expression Recognition under Partial Occlusion Based on Gabor Filter and Gray-Level Cooccurrence Matrix

 3981997df8613efd955a8f48a0eb97249bfced41,A Robust Appearance Model for Object Tracking

+39978ba7c83333475d6825d0ff897692933895fc,Conditional Random Fields as Recurrent Neural Networks

 3929ff77805bc02993b187a6019dbed4f662d59c,Pose Overcomplete Automatic Registration Method for Video Based Robust Face Recognition

 39d6d71aec74a9a810239f04db2f8854d2f966eb,Articulated Pose Estimation with Global Body Orientation

 395a91d49e9283e1bf2d61a75c3dc846b347ea74,On-Demand Virtual Health Counselor for Delivering Behavior-Change Health Interventions

+3955eba240340ff793003dd17aedbbce9305c9bb,Model Recommendation with Virtual Probes for Egocentric Hand Detection

 39098c6c2b365605b16ca9d5f67fc0df2c4fe8c4,Spotting the Details: The Various Facets of Facial Expressions

 398558817e05e8de184cc4c247d4ea51ab9d4d58,Extraction and Selection of Muscle Based Features for Facial Expression Recognition

 391ad25a3c5c7c504d46bbd21cb13464dfe052e6,Deep Multi-View Correspondence for Identity-Aware Multi-Target Tracking

 3981d46c0b453f484aede9215bf9d85974d86d63,A Filtration Strategy Based on FD-CRF for Image Matching

+b6967d6096294bbac242b6f27e1fee51da24eb11,Disentangling Features in 3D Face Shapes for Joint Face Reconstruction and Recognition

 b6c83e6706a9931a2670bc686485d76b67cb92ea,Expression Recognition Using Sparse Selection of log-Gabor Facial Features

 b6ad9d1a8038e9b4ade4d5bbb26f03e813d53071,Feature Extractions for Small Sample Size Classification Problem

 b6c293f0420f7e945b5916ae44269fb53e139275,Video Synopsis by Heterogeneous Multi-source Correlation

 b64511774315f4d1a2aa5472051db1b9248410a4,Weakly-Supervised Semantic Segmentation Network with Deep Seeded Region Growing

+b6b24dfaf4c9e498ca9b9ee9f82d8d0c5bdb77e9,Rethinking Feature Distribution for Loss Functions in Image Classification

+b6fd381fa41a2d03e170ca686f191ab1e4b69615,"Continuous, Full-scope, Spatio-temporal Tracking Metric based on KL-divergence"

 b69d14265a221538332747fcc486d0f9338c2822,Heterogeneous Face Identification by Fusion of Local Descriptors

 cd1a636c1261208084cb8395c877c7ca22c76df1,Fast Deep Vehicle Detection in Aerial Images

 cdcfc75f54405c77478ab776eb407c598075d9f8,Learning Binary Codes for Maximum Inner Product Search

@@ -19,31 +24,42 @@ cd0ffa823ec50bda250aa7a364aaf87ce32384d0,Stereo-Vision-Based Pedestrian's Intent
 cd4eea276db9e02abfed96e4fe6ff623c708cb5d,Computing Local Binary Patterns on Discrete Manifolds

 cd0856cd440cfc19b6989361baa084f61be1e5bc,Horizontal and Vertical 2DPCA-Based Discriminant Analysis for Face Verification on a Large-Scale Database

 5305bfdff39ae74d2958ba28d42c16495ce2ff86,Regularized Least-Squares Coding with Unlabeled Dictionary for Image-Set Based Face Recognition

+53695e2dfec6737d585dd4e53757f73d18bd5e01,Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation

 53de11d144cd2eda7cf1bb644ae27f8ef2489289,Extending Detection with Privileged Information via Generalized Distillation

+5343b6d5c9f3a2c4d9648991162a6cc13c1c5e70,DA-GAN: Instance-Level Image Translation by Deep Attention Generative Adversarial Networks

 539bbf8e4916481bd089d5641175085edf4cf049,Evaluation of a Novel Bees Algorithm for Improvement of Genetic Algorithms in a Classification Model

+53b4bfeb851b60d470788d8153db26f4312cd755,Multimodal Neural Network for Overhead Person Re-Identification

 538faff98ddec5d9391a521c9a27aa0117af7d15,Spatio-temporal Keypoints for Video-Based Face Recognition

 1455591d81c4ddabfe31de9f57f53e9b91e71fa2,Discriminant Dual-Tree Complex Wavelet Features for Face Recognition

+1491b98d8e9ccca13bec883f94d935d2dff24053,Attentive Semantic Video Generation Using Captions

 14d1a458f49e251cbbab34349e379469300a2bae,Scene Parsing with Object Instances and Occlusion Ordering

 14bdd23ea8f4f6d7f4c193e5cbb0622362e12ae1,Feature Extraction Using Recursive Cluster-Based Linear Discriminant With Application to Face Recognition

 140d5459e2ab0499a3a9db41bc75bdfae81d5266,Visual detection of occluded crop: For automated harvesting

+14ce502bc19b225466126b256511f9c05cadcb6e,Attention-Aware Compositional Network for Person Re-identification

 14d0a53ede10cb42cf3ef8429e24340ef18d0814,Motion-Guided Cascaded Refinement Network for Video Object Segmentation

 143fde0dab5b736e6c2739da740e461707ad3391,Learn How to Choose: Independent Detectors Versus Composite Visual Phrases

 14d78b7e0d0813da722e8447ce4ad57a3435b6d2,Head Yaw Estimation From Asymmetry of Facial Appearance

 10ecc6ca956a3268d94016e6ec040ba0b6304730,Learning Discriminative Features Based on Distribution

 10e4172dd4f4a633f10762fc5d4755e61d52dc36,Learning Multifunctional Binary Codes for Both Category and Attribute Oriented Retrieval Tasks

 1063708776b817751c2054e34a33efc9ca39c41f,Segmentation of Moving Foreground Objects Using Codebook and Local Binary Patterns

+10befbb6c3f6183fe143830ac1479b7dcf119bae,Geometry Guided Convolutional Neural Networks for Self-Supervised Video Representation Learning

+101c7305f141145c4d168dfa40284e0ad86a0d9b,Active Object Localization with Deep Reinforcement Learning

 10beef48f3a9b2c4a6c863edefe2cac8bf09b50c,Fine-Level Semantic Labeling of Large-Scale 3D Model by Active Learning

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 1071dde48a77f81c35ad5f0ca90a9daedb54e893,A Monocular Video-Based Facial Expression Recognition System by Combining Static and Dynamic Knowledge

 106034dcb2619b7f5db9fc039535a4f2dfbeba45,Optimal Relative Pose with Unknown Correspondences

 1b4b3d0ce900996a6da8928e16370e21d15ed83e,A Review of Performance Evaluation on 2D Face Databases

 1b830c8dc75952aab85ed1ca59e44fd83abb5e03,Face Clustering in Photo Album

 1b8b9332886ea661e5a46bb87118956f1f4c15f3,Temporal Hallucinating for Action Recognition with Few Still Images

+1ba966584fa935ba8ab8654016a12298fcd2b048,Generalized Deep Image to Image Regression

 1b331be4b5f0b2023c4ca135683fb5ea99e78247,Nested Shallow CNN-Cascade for Face Detection in the Wild

 1be785355ae29e32d85d86285bb8f90ea83171df,Modeling Stress Using Thermal Facial Patterns: A Spatio-temporal Approach

 1b69b860e22278a6f482507b8ce879082dd00c44,Inferring Analogous Attributes

 1b1e6ed3627fe1eb24d0dfe19f5a1a14be48f8dd,Human Parsing with Contextualized Convolutional Neural Network

+1b6d41795de1fd9a0da4227c83dc4dd038a229ec,"Tensorize, Factorize and Regularize: Robust Visual Relationship Learning"

 1b784f1f9b93cbc894aedbb4223928dfc74bda10,Combination of Warping Robust Elastic Graph Matching and Kernel-Based Projection Discriminant Analysis for Face Recognition

 1bc075fd7cc4bd847c9dbf4e990f295954b89fe6,Towards Large-Scale 3D Face Recognition

+1bfe59be5b42d6b7257da4b35a408239c01ab79d,Adversarially Occluded Samples for Person Re-identification

 e427c8d3c1b616d319c8b5f233e725d4ebfd9768,Weakly Supervised Affordance Detection

 e42649fe410790edbf1369371e5d23092a7878aa,Object Referring in Visual Scene with Spoken Language

 e49372992c31412f55579397e615610748b6e6c9,Online Robust Image Alignment via Subspace Learning from Gradient Orientations

@@ -53,64 +69,84 @@ e4e1787c34e0bdbfce4c27de1baafeb9c66c7bab,Face Aging with Identity-Preserved Cond
 e4df9b008050bdda42670c020d6ebc88b086e36d,Improve Accurate Pose Alignment and Action Localization by Dense Pose Estimation

 e4fb693d8b2755b8e989e0c59b28db3c75591503,Classification of E-Commerce-Related Images Using Hierarchical Classification with Deep Neural Networks

 e4075f168bf5fa596ce07cd174cc553bd6fac627,The Statistics of Driving Sequences -- And What We Can Learn from Them

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 e40df008fd0e5fd169840bf7d72a951411d13c59,Weighted Subspace Distance and Its Applications to Object Recognition and Retrieval With Image Sets

 e45e473481f5160b0f823af5f6d8711efb26c8d1,NRGA: Gravitational Approach for Non-rigid Point Set Registration

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 e4ae6597929a5da38ffaf230015aa76587984036,Learning the Relationship Between High and Low Resolution Images in Kernel Space for Face Super Resolution

 e44e8b0e8b041afe4501f199fa8af7610cfd4259,Reduced Residual Nets (Red-Nets): Low Powered Adversarial Outlier Detectors

+e41a1c8165e84d576b34e06b7941f0dfde479cf7,SeedNet: Automatic Seed Generation with Deep Reinforcement Learning for Robust Interactive Segmentation

+c26e39412d1a0bdeaaa6bf300a7d425b61c25f00,Deformable GANs for Pose-Based Human Image Generation

 c291d95ced5f5039f62d29db25ab094ef61e3df5,Multimodal Recognition of Emotions with Application to Mobile Learning

+c2021d9652bf3ec3921bf9c13a06e1ea51588d54,Multimodal Image Captioning for Marketing Analysis

 c2353b9cb7cea1081ca203f8c623b12f7007ba9d,Ego-Motion Classification for Driving Vehicle

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 c2dfdc01a39d193e017531bdc2abdbdefbb2ab33,Fine-Grained Crowdsourcing for Fine-Grained Recognition

 c2d39d5a0f476f8fe06a1d8023301e3b3b45236f,Fast Face Detector Training Using Tailored Views

 c258c23d30af319d363ce6d229c664ae08bc86d7,Sensor-Assisted Face Recognition System on Smart Glass via Multi-View Sparse Representation Classification

+c2d92e8ac031295a561ff20057424bfbde845988,Research on Human Motion Recognition Based on Wi-Fi and Inertial Sensor Signal Fusion

 c2343501e55742a4edd367118b9045993ff96e27,Perception in Disparity: An Efficient Navigation Framework for Autonomous Vehicles With Stereo Cameras

 c2bd9322fa2d0a00fc62075cc0f1996fc75d42a8,Age Estimation Guided Convolutional Neural Network for Age-Invariant Face Recognition

 c1a16ee838d977160821951e7264af4b2e7c8265,Waveletfaces and Linear Regression Classification for Face Recognition

+c1e8dc4df76297a91574066e65eb0d1054e37e7e,Graph-Based Multilevel Dimensionality Reduction with Applications to Eigenfaces and Latent Semantic Indexing

 c1e714a9ec329629798a88ebff8657c349fec739,"WILDCAT: Weakly Supervised Learning of Deep ConvNets for Image Classification, Pointwise Localization and Segmentation"

 c15b68986ecfa1e13e3791686ae9024f66983f14,Inferring Hidden Statuses and Actions in Video by Causal Reasoning

 c14398df2b26429cfae0bf984d7bebbb8d5c8bd0,3DTNet: Learning Local Features Using 2D and 3D Cues

 c18d537037caf399c4fabfdec896c376675af58a,Human-Eye Tracking and Location Algorithm Based on AdaBoost-STC and RF

 c133b741c81a5c3edc013851a04a5f92570017e2,Continuous Querying over Mobile Mapping Stream

+c1a371d8bff8cca6642be4035e7f55cecbf746c3,Toward More Realistic Face Recognition Evaluation Protocols for the YouTube Faces Database

+c1fd7ca74cf162e0e0da4dd06105f9755dda4f50,Supervised Dictionary Learning via Non-negative Matrix Factorization for Classification

 c129ec30dbc02c30779ca5812d084758aa69c7e5,Two-Dimensional Inverse FDA for Face Recognition

 c17d6339cbc00f929141719db30bdaa22c8d2ec2,MOCA: Memory Object Classification and Allocation in Heterogeneous Memory Systems

 c18bf07d5161d6ca7afb6eb5a4f385b6bd2fc381,Leveraging Large Face Recognition Data for Emotion Classification

 88ab3efdec83670cd036a9048842416baf50cf34,The Mesh-LBP: Computing Local Binary Patterns on Discrete Manifolds

+886bd160dc8e7ae213940e2bdbd16cc990a56b46,Sparse Representation Classifier Steered Discriminative Projection

 887377ea20d144c74ade6f73573dd5cf411f5527,Compact Signatures for 3D Face Recognition under Varying Expressions

+8899094797e82c5c185a0893896320ef77f60e64,Non-local Neural Networks

 88e2efab01e883e037a416c63a03075d66625c26,Convolutional Experts Constrained Local Model for 3D Facial Landmark Detection

 88087582c004fbdf84e4ab4be9cdacbdfea306f3,Improving the Efficiency of Capture-Resistant Biometric Authentication Based on Set Intersection

+88337c4ca3eeb00538b9a1ac54180d02187c68db,Learning Face Age Progression: A Pyramid Architecture of GANs

 885f634029576fac22a3ae88c3d5232012b23175,A Sample Pre-mapping Method Enhancing Boosting for Object Detection

 e07415e73b079ef270ddc7401c7d3e2be9835e73,Descreening Using HOG-based Adaptive Smoothing Filter

 e0162dea3746d58083dd1d061fb276015d875b2e,Unconstrained Face Alignment Without Face Detection

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 e0d9d6bc35f1ec90d5e41d9bf176b2a00dce3a97,Monocular Free-Head 3D Gaze Tracking with Deep Learning and Geometry Constraints

 e060e32f8ad98f10277b582393df50ac17f2836c,Zero-Shot Action Recognition with Error-Correcting Output Codes

 e0fa145e17fc1e530e011a9f724b4b4aa337bb4a,A Draw-and-Guess Game to Segment Images

 e02d8652209fb722b73a37339817cf9c396be95c,Morphological Operators Applied to Human Body Detection HOG Method Improvement

 e0526b013176e2cbb1d13b4bbbdc156d09a0276b,Discriminative Partition Sparsity Analysis

+e0f828376631b362aa550246c73d85e354126fed,Disentangling Factors of Variation by Mixing Them

 e0969c22be0c93a2894ab2451eb5331e190fe98e,Gabor Feature-Based Face Recognition Using Median MSD

+e03a2299caf2febcc7b87ee4e61e78ad8cb24e45,Combined Holistic and Local Patches for Recovering 6D Object Pose

 e0027a30bef2d84d33eb3d0d62d9ca4806a53230,A Two Stream Siamese Convolutional Neural Network for Person Re-identification

 44c278cbecd6c1123bfa5df92e0bda156895fa48,Head Pose Estimation by Instance Parameterization

 4404a99e2f6db3e703609168a3595e0fbdeabc38,Online Video SEEDS for Temporal Window Objectness

 44a3ee0429a6d1b79d431b4d396962175c28ace6,Exploit All the Layers: Fast and Accurate CNN Object Detector with Scale Dependent Pooling and Cascaded Rejection Classifiers

 440b94b1624ca516b07e72ea8b3488072adc5e26,Comparison of Early and Late Information Fusion for Multi-camera HOV Lane Enforcement

+447b28c347172c6da0fb4d764a534fdee557b7f8,"Studying Relationships between Human Gaze, Description, and Computer Vision"

 44fb4dcf88eb482e2ab79fd4540caf941613b970,Perceived Age Estimation under Lighting Condition Change by Covariate Shift Adaptation

 44fe6787f864812e666fbed8c18e18ad0eff190f,Long-Term Person Re-identification Using True Motion from Videos

 d5673c53b3643372dd8d35136769ecd73a6dede3,A Deep Learning Framework for Smart Street Cleaning

 d5620af1bc8ffbd20a4fb82a4facb0f46ffe8628,Robust Matrix Regression for Illumination and Occlusion Tolerant Face Recognition

 d538d06e1565882fae4137f4eaea1fe6d502b19d,Multi-scale Pedestrian Detection by Use of AdaBoost Learning Algorithm

+d5ff9ea7d0531ee7ac76a27449429fe0509164bc,2D/3D Pose Estimation and Action Recognition Using Multitask Deep Learning

 d53cd5869a3d718ebfe8a383f76e7ede2458dd69,Tracking Human Pose by Tracking Symmetric Parts

 d593627af915e8112b4df24101b3eabfdbdd68ac,Chapter 18: Sub-tensor Decomposition for Expression Variant 3D Faces Recognition

 d57982dc55dbed3d0f89589e319dc2d2bd598532,Reliable Crowdsourcing and Deep Locality-Preserving Learning for Expression Recognition in the Wild

+d544cd6baa2dca816d860aa0c037911b71260e3c,Weakly Supervised Phrase Localization with Multi-scale Anchored Transformer Network

 d5c4a7e9270a68137b5d6611bf1a1478d60093f5,Dynamic Scheduling for Reduced Energy in Configuration-Subsetted Heterogeneous Multicore Systems

 d5b66763cf15d4eefc8a5f15a498262bd9e58526,A Real-Time Hand Pose Estimation System with Retrieval

+3529310a5b3a8b5a576651dcc994ff1755e8560c,Video-Based Person Re-identification by Deep Feature Guided Pooling

 356da8ca86142f1ff275f02e05a8e056ed1f5a68,Facial Self Similarity for Sketch to Photo Matching

 35208eda874591eac70286441d19785726578946,Deep Secure Encoding for Face Template Protection

+35bcae6b3843a65eb60af2e4051ea1357fd697a6,Scale-Transferrable Object Detection

 3555bdf6acee09ec7eb08b891a0f30b82c1b6482,"Soft-Margin Learning for Multiple Feature-Kernel Combinations with Domain Adaptation, for Recognition in Surveillance Face Datasets"

 352a620f0b96a7e76b9195a7038d5eec257fd994,Kinship Classification through Latent Adaptive Subspace

 350d507f5d899e4d7293b1aa951aa0f81b9fd30a,The Visual Object Tracking VOT2017 Challenge Results

 3584b132d652e60056c2cc63f11705131eaf3120,Extracting Features Using Computational Cerebellar Model for Emotion Classification

 7feff9a8f31520310ce99ffd591178feacdd98bb,Confidence-Rated Multiple Instance Boosting for Object Detection

 7f5b379b12505d60f9303aab1fea48515d36d098,Performance Comparison of Deep Learning Techniques for Recognizing Birds in Aerial Images

+7fcca469ded8293c0a77849a1b4fa39a427cdaac,Human Pose Estimation via Multi-resolution Convolutional Neural Network

 7f9f4f2f36fec39b50f745be8852feef110eb25d,Piecewise Regularized Canonical Correlation Discrimination for Low-Resolution Face Recognition

 7f703613149b190ea3bb0e3c803844895419846b,Locating Facial Landmarks towards Plastic Surgery

 7fbd2cf032ca4f390f1699ec6743f55b60e2bb4a,An Immersive System with Multi-Modal Human-Computer Interaction

@@ -127,35 +163,55 @@ a729d0243b1e3b055f44248a32b3caf20b7e93be,XJU1: A Chinese Ethnic Minorities Face
 a71185a29a989d9ef1bb6f2a3e225f1746640a89,Consistent Iterative Multi-view Transfer Learning for Person Re-identification

 a73014cafb3e0b89ef6dae3372606c3d028ba2e3,Fusion of Qualities for Frame Selection in Video Face Verification

 a746bf64f2950d290b96033c095514f3195eac29,Face Recognition Using Local Binary Probabilistic Pattern (LBPP) and 2D-DCT Frequency Decomposition

+a79e853b778c143b39ff6406a54f6f68bb64364e,Multi-view Human Action Recognition Using Histograms of Oriented Gradients (HOG) Description of Motion History Images (MHIs)

 a7e20614f707cd8fb02cec5ba60ffcf48ea66d92,Faster R-CNN Scene Specialization with a Sequential Monte-Carlo Framework

 a76969df111f9ee9f0b898b51ad23a721d289bdc,A Model of Local Binary Pattern Feature Descriptor for Valence Facial Expression Classification

+8ae80fab47049968f8f3ff07fffeca9665ae1f52,Efficient and Deep Person Re-identification Using Multi-level Similarity

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 8a84fd21ffe7acfa207439d2e30ed15e491b1991,"Bikers Are Like Tobacco Shops, Formal Dressers Are Like Suits: Recognizing Urban Tribes with Caffe"

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 8a12934c4cb793c6f1e40129f37847414c1cc5c0,Independent Component Analysis of Gabor Features for Facial Expression Recognition

+8a3bf4d403a39ed33f0fa8cf78dc906d6130595f,Semantic Image Inpainting with Deep Generative Models

+8a917903b0a1d47f24bc7776ab0bd00aa8ec88f3,A Constrained Deep Neural Network for Ordinal Regression

 8a8127a06f432982bfb0150df3212f379b36840b,Analysis of Yawning Behaviour in Spontaneous Expressions of Drowsy Drivers

 8a3b481d8e06b4acf6e95d8bc2484016f5862668,Text Detection in Traffic Informatory Signs Using Synthetic Data

+cff69200ee436efde19e8a6141108a821c14e374,Sparse Local Discriminant Projections for Feature Extraction

 cfcb4d0d9ba7eb86f068c4fe0f9e6676a37481bc,Max-Boost-GAN: Max Operation to Boost Generative Ability of Generative Adversarial Networks

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+cf7c8bdbfbfd5dbc1cf6a6d47d7b51a6904fa628,SCAMS: Simultaneous Clustering and Model Selection

+cfe0e2fdcd65defee102305c115c2076d5eb7200,Scene Text Segmentation with Multi-level Maximally Stable Extremal Regions

 cf277ab4f0995486fea3ef855be57fd00de6648f,Eyes and Eyebrows Detection for Performance Driven Animation

 d6380f8294d62757fbc07419adf76ea87e0acbcd,Learning-Based Vertebra Detection and Iterative Normalized-Cut Segmentation for Spinal MRI

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 d64140198926ab48ed18aa462f376a3bb1db5371,Polar-Grid Representation and Kriging-Based 2.5D Interpolation for Urban Environment Modelling

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 d6c8f5674030cf3f5a2f7cc929bad37a422b26a0,Face Aging Simulation with Deep Convolutional Generative Adversarial Networks

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+d66fd730b1792ffab1e832e2480788bd8aceb763,Spatial-Temporal Motion Field Analysis for Pixelwise Crack Detection on Concrete Surfaces

+d69b8121771f211cd4f0d9bc960954643731ca4b,"OLE: Orthogonal Low-rank Embedding, A Plug and Play Geometric Loss for Deep Learning"

 d610513cb0d35ddd2a91ad428575411519c2ee5e,Indoor Trajectory Reconstruction Using Mobile Devices

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 6a904a27f5afc9261162f556b52a5847a62d7a66,Exemplar Network: A Generalized Mixture Model

 6a7da1e542123a5999408224356a7ac61400d868,A Data-Augmented 3D Morphable Model of the Ear

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 6a8743973e24c39b33ff50e023447daecbd9f25c,Efficient Time Series Classification via Sparse Linear Combination

+6a20f975eb253503bba46a421275d46cf74ee1b9,Context Embedding Networks

 6abdd7c4dea2d5d7ff82cd5e6e503be1589861df,Detection and Recognition of U.S. Warning Signs on Curves

 193bc8b663d041bc34134a8407adc3e546daa9cc,A Quantitative Comparison of Methods for 3D Face Reconstruction from 2D Images

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 1999d5e0700bf8fa50bb1bab5b981bda1d111a4f,Monocular Road Terrain Detection by Combining Visual and Spatial Information

 19c82eacd77b35f57ac8815b979716e08e3339ca,Facial Expression Recognition Using Multiple Feature Sets

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 197efbef17f92e5cb5076961b6cd9f59e88ffd9a,Human Action Recognition Using Optical Flow and Convolutional Neural Networks

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 1914d07f940dcae3d82642513718858925a26fc3,CMcloud: Cloud Platform for Cost-Effective Offloading of Mobile Applications

 19e32a17c7091dc88cab9e858110deb7769b3f5c,Using the Surrounding WEB Content of Pictures to Generate Candidates for Photo Annotation

 1244b6abacfd74ccc6ac41e163d5a727c2b2dbf7,Fusing Face-Verification Algorithms and Humans

@@ -164,25 +220,35 @@ d610513cb0d35ddd2a91ad428575411519c2ee5e,Indoor Trajectory Reconstruction Using
 12d5589c1aa6ad1edfabdf8e2a26571ffa932206,Loop-Closure Detection in Urban Scenes for Autonomous Robot Navigation

 12226bca7a891e25b7d1e1a34a089521bba75731,Hand-Crafted Feature Guided Deep Learning for Facial Expression Recognition

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 12677416c4ea3a07e738f34d1b60828ec32a8045,Developing a Cubature Multi-state Constraint Kalman Filter for Visual-Inertial Navigation System

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 12660f0defc6580e566c0fa2ac909971d6c6883b,The SYNTHIA Dataset: A Large Collection of Synthetic Images for Semantic Segmentation of Urban Scenes

 12ce51fe04c5bb6fdf93a831a3271edc656f858c,Summarizing Surveillance Video by Saliency Transition and Moving Object Information

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 1281e443d2cf1c1dd71ed3b7b0376d408d0958af,SALICON: Reducing the Semantic Gap in Saliency Prediction by Adapting Deep Neural Networks

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 95e4f000204a3a6bef97af7328a63992b1b3d7c6,Statistical Learning Approach for Robust Melanoma Screening

 958055a314841c2d963db16075d9f66f6a803d59,Multiple Query-Independent Values Based Asymmetric Ranking for Approximate Nearest Neighbor Search

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 95d00f08b5dca9b4a409098a54ba2de64ca95b7f,Inter-modality Face Sketch Recognition

 95d7fae081259f29066e568689b007a44d6c26ab,Non-rigid Structure from Motion with Diffusion Maps Prior

 95288fa7ff4683e32fe021a78cbf7d3376e6e400,Football Action Recognition Using Hierarchical LSTM

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 b0b43cc7c42cf4a44ea9040455ec40744b3e0d21,Re-identifying People Based on Indexing Structure and Manifold Appearance Modeling

 b0b6346104cbf878a072da93d49ad6e9f65befaf,SCiFI - A System for Secure Face Identification

+b0e9147416ebe901a46900f584820e843b10c655,Environment Upgrade Reinforcement Learning for Non-differentiable Multi-stage Pipelines

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 b0358af78b7c5ee7adc883ef513bbcc84a18a02b,Universal Skin Detection Without Color Information

 b034cc919af30e96ee7bed769b93ea5828ae361b,Soft-Margin Mixture of Regressions

 9327886ca53bc1e08df935d77ed331cbc085de01,Robust Approaches for Multi-Label Face Classification

 931f99bc6865d3d0c80c15d5b1c05338dfe98982,Identification of Aging Faces Using A-Stack Classification Model

 93dd71a7261220374b924137b87da59bd1c3b805,Effective Feature Extraction in High-Dimensional Space

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 9352f3f9aa075d14f3402e05482bf756df8e6b81,3D vs. 2D: On the Importance of Registration for Hallucinating Faces Under Unconstrained Poses

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 93de2f92e71fca56254ebabd7ee64ecfb5d10692,A Multi-View Pedestrian Tracking Method in an Uncalibrated Camera Network

@@ -194,8 +260,10 @@ d16336fdfdd7d992f3d85e3d60ab74689f661648,Portable Artificial Vision System to De
 d1777d3ea950e6aac92dd359075701bc28ba1cb2,Dynamic Facial Analysis: From Bayesian Filtering to Recurrent Neural Network

 d137c5a78a84efb75cadf3516069445510ba9521,Human Action Recognition With Video Data: Research and Evaluation Challenges

 d1128415f741c970bbfd149c5ce6317d8abdbf8e,Efficient Image Set Classification Using Linear Regression Based Image Reconstruction

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 d1466e141707a9ab363eac6f0767cfce89c7741e,Orthogonal Nonnegative Locally Linear Embedding

 d1496c7bd4b6a770d1ae36a79ce891bfb944b861,Car Detection in High-Resolution Urban Scenes Using Multiple Image Descriptors

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 22909dd19a0ec3b6065334cb5be5392cb24d839d,PETS 2017: Dataset and Challenge

 22ea4705091ddff95924cc092373aa8e87699765,Face Recognition-Based Convergence Communicator with Internet Telephony

 2284ba28bd3b1afaf06afb8c2a94638e350b3ecb,Boosting Object Proposals: From Pascal to COCO

@@ -206,19 +274,32 @@ d1496c7bd4b6a770d1ae36a79ce891bfb944b861,Car Detection in High-Resolution Urban
 226a5ff790b969593596a52b55b3718dcdd7bb7f,Face Recognition Using 3-D Models: Pose and Illumination

 225e9b5edb967b132c97dece8b0a526edff78889,Real Time Face Detection Based on Motion and Skin Color Information

 2257ac01672bfd02fe781d08e8e59ae6a77fca66,Gender Classification Using One Half Face and Feature Selection Based on Mutual Information

+2223fbd01aabd8792940c9756621e38c669ca351,Learning Bag-of-Features Pooling for Deep Convolutional Neural Networks

 228ee338b5d49ce25b144af6a70baaab42f32811,Novel Dimension Reduction Method of Gabor Feature and its Application to Face Recognition

 22ccd537857aca1ee4b961f081f07c58d42a7f32,Face Recognition Despite Wearing Glasses

+5720b75f11b2029eaad1e053417d627cfe322626,Differential Attention for Visual Question Answering

 570f37ed63142312e6ccdf00ecc376341ec72b9f,Social LSTM: Human Trajectory Prediction in Crowded Spaces

 57f4e54a63ef95596dbc743f391c3fff461f278b,On the Application of the Probabilistic Linear Discriminant Analysis to Face Recognition across Expression

 576ffe2304aba0b799b4d3b8880f4b5a244ece5f,Learning Class-to-Image Distance with Object Matchings

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 57178b36c21fd7f4529ac6748614bb3374714e91,IARPA Janus Benchmark - C: Face Dataset and Protocol

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 57dc55edade7074f0b32db02939c00f4da8fe3a6,Yaw Estimation Using Cylindrical and Ellipsoidal Face Models

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+00c8b712475e0db21271e2988e5e2a27fb11a187,Application of Back-to-Back VSC-HVDC in Power Grids Synchronization Parallel Operation

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 00cb35cadee5c1ea11bd4c37cdfd234859c69617,Reverse Engineering Psychologically Valid Facial Expressions of Emotion into Social Robots

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 929b889750747818f75a7974b45a8d309761e5b1,Hierarchical Union-of-Subspaces Model for Human Activity Summarization

 920ac5a925193d82a9aad4d976de295b75d2df23,"Sparse, Quantized, Full Frame CNN for Low Power Embedded Devices"

 928afce3c0b251601ad9e0a77a6540bead4de8ad,High-Quality Depth Recovery via Interactive Multi-view Stereo

 9285f4a6a06e975bde3ae3267fccd971d4fff98a,Attentional Push: A Deep Convolutional Network for Augmenting Image Salience with Shared Attention Modeling in Social Scenes

 92aa964d5f8b4a99a17e40095c4e3480723dd74a,A Lighting Robust Fitting Approach of 3D Morphable Model Using Spherical Harmonic Illumination

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 3a23e02ef7855544bf8f38274d2b523fff03e6eb,The Battle for Filter Supremacy: A Comparative Study of the Multi-State Constraint Kalman Filter and the Sliding Window Filter

 3a0969900b363a7c52a5995d894d45dd6c6c01b4,RecResNet: A Recurrent Residual CNN Architecture for Disparity Map Enhancement

 3ac3386a9d1a5651ca2062d5c1b23766bea2568e,Automatic 3D Facial Feature Extraction Algorithm

@@ -230,18 +311,28 @@ de162d4b8450bf2b80f672478f987f304b7e6ae4,Weakly Supervised Manifold Learning for
 de23c56e5624404628e0d6aa7b1fcbf7f56c6b28,Center-Surround Contrast Features for Pedestrian Detection

 de53ec6f806982a4940452428f9f6ea94a85ae68,Micro-Facial Movement Detection Using Individualised Baselines and Histogram-Based Descriptors

 dee6609615b73b10540f32537a242baa3c9fca4d,Temporal Domain Neural Encoder for Video Representation Learning

+dea9b9619936bb00cf845cdf4478435da5363057,"Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions"

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 1fc21daaf3274af4cb4f20a8ddc97489eadbdd32,A Faster without Scarifying Accuracy Online Decomposition Approach for Higher-Order Tensors

 1fa426496ed6bcd0c0b17b8b935a14c84a7ee1c2,Binary Coding for Partial Action Analysis with Limited Observation Ratios

 1f913bcfcdce870bbaa9ffedf179478d1fd44522,A Novel On-Road Vehicle Detection Method Using  $\pi$HOG

 1fd8476926a2b583657661e3a9deeb93033c2c85,Fusing Image and Segmentation Cues for Skeleton Extraction in the Wild

 1f833d80883c112ca854aca12de671fce2162efe,Compact Signature-Based Compressed Video Matching Using Dominant Color Profiles (DCP)

 1f00863b64688414e688397e4bfaa69c82d36881,Graph Rigidity for Near-Coplanar Structure from Motion

+1ffa669eb393961357f9a78b6a9cc71c779a5aa3,Initialization and Pose Alignment in Active Shape Model

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 6c454add5afa4b6ec463196051e37d5d5ea5a8ff,Gaussian Conditional Random Fields for Face Recognition

 6c40fc9df6588f7cb721537883167eede1b8d369,3D Face Reconstruction Based on Convolutional Neural Network

 6c01b349edb2d33530e8bb07ba338f009663a9dd,Cross-Media Alignment of Names and Faces

 6cabae60cb9081346a409018a3f99f197b192e4b,A Parametric Freckle Model for Faces

 6c0048265758442d1620c2a239590d0d9060c09d,Embedding New Samples via Locality-Constrained Sparse Representation for Nonlinear Manifold Learning

 6c1227659878e867a01888eef472dd96b679adb6,Temporal Difference Networks for Video Action Recognition

+6ca10c3af356f76ed37ecce7ec25c7ba79e9cbfb,Geometry Aware Constrained Optimization Techniques for Deep Learning

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 d0b7d3f9a59034d44e7cd1b434cfd27136a7c029,Facial Emotion Recognition Using PHOG and a Hierarchical Expression Model

 d0582d763c0094ca36994913f58fe254349efdd9,Face Recognition Using a Multi-manifold Discriminant Analysis Method

 d082f64b8a0a07d105207eb822be58ffb61b353a,EMOTIC: Emotions in Context Dataset

@@ -252,6 +343,7 @@ ab3fcd9d5fbd2d0ad48fba4005899cf13e08d07e,Evaluating Automated Facial Age Estimat
 ab041f1ce47627ef8a0165169bbb226e7c8a6fee,Deep Facial Action Unit Recognition from Partially Labeled Data

 ab954da6c71fd5d98cd92fbac763c6aa304ee4f2,2D(PC)2 A for Face Recognition with One Training Image per Person

 ab4d7c7bd1335ad608ae16920e459585b131696e,Indoor Scene Recognition from RGB-D Images by Learning Scene Bases

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 06214c4bdf2354b5a1a13958998d79bf46ac53ee,Multi-modality Network with Visual and Geometrical Information for Micro Emotion Recognition

@@ -259,14 +351,21 @@ ab4d7c7bd1335ad608ae16920e459585b131696e,Indoor Scene Recognition from RGB-D Ima
 062864148cc9e0fdc7cd6dff35611fd30da719d5,Archetypal Images in Large Photo Collections

 067e74dacc2cfcaa946983d97d86eda3c2776560,A Pedestrian-Detection Method Based on Heterogeneous Features and Ensemble of Multi-View–Pose Parts

 06ab24721d7117974a6039eb2e57d1545eee5e46,Biomechanical-Based Approach to Data Augmentation for One-Shot Gesture Recognition

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 bd5593b47b40d7f516c3807a13e5c7327a934742,Unsupervised Domain Adaptation with Regularized Optimal Transport for Multimodal 2D+3D Facial Expression Recognition

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 bd3d69121f38db767bf820e5f786c7e55b7628a7,New Method for Locating the 3D Facial Landmark Points

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+b20dc4906fc021aaf8353df98f8828d99f951c3c,Good View Hunting: Learning Photo Composition from Dense View Pairs

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 b262a2a543971e10fcbfc7f65f46115ae895d69e,Illumination Invariant Efficient Face Recognition Using a Single Training Image

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 01733018a79aa447a27f269a1b9a58cd5f39603e,Semi-Supervised Bilinear Subspace Learning

 01fecf4553132a5252b6bf6d264f68568a8dbf6e,Audiovisual Fusion: Challenges and New Approaches

@@ -278,63 +377,88 @@ b262a2a543971e10fcbfc7f65f46115ae895d69e,Illumination Invariant Efficient Face R
 0195bf2b913dbc527fb081674f480ecd8a799c34,Parametric Local Multi-modal Metric Learning for Person Re-identification

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 e216e7755e1c6850a3e64d1e6402aaf5a36e2188,From Groups to Co-Traveler Sets: Pair Matching Based Person Re-identification Framework

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 e26c2f7471b19bc881d0804c37f58ffafd68fcfc,Contextual Weighting of Patches for Local Matching in Still-to-Video Face Recognition

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 b93a71dfa6342fda64ef6cff8b2fe81f728dc642,A Trajectory Prediction Method with Sparsity Data

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 b9b5624045c6f9d77fd1a029f4ff27aab26fa9fe,Feature Selection of Face Recognition Based on Improved Chaos Genetic Algorithm

 b9fd6c8ae5c3dce4a7a40989d6dbf62f0093dc6e,Interleaved Group Convolutions

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 30044dd951133187cb8b57e53a22cf9306fa7612,Predicting the Perceptual Demands of Urban Driving with Video Regression

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 b19bebb229d50451602e752435582d340294a896,Wavelet-Based Face Recognition Method by Using Support Vector Machine

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 b13c28b35571627162cf46765821c739a7dc2d62,The Visual Object Tracking VOT2013 Challenge Results

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 0e9bc48544dc5a4b88c0c17bf55ad2d5c9d886c4,Domain Adaptive Classification

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 0ecb58abfe0462fecd27fd5eb0605d736e75acf6,On Classifying Facial Races with Partial Occlusions and Pose Variations

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 331a3487bc4a876ab1761bf0f67ead5170e1dc5c,Context-Sensitive Conditional Ordinal Random Fields for Facial Action Intensity Estimation

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 332548fd2e52b27e062bd6dcc1db0953ced6ed48,Low-Shot Face Recognition with Hybrid Classifiers

 33bd8406c5630e3651ea514d833da8396d7a5c03,Optimal Linear Combination of Facial Regions for Improving Identification Performance

 33daea82ae459324e42aa703b5e9809b5e4bf9af,Learning Deep Match Kernels for Image-Set Classification

 33d076ad8ecba15c61d5ee8c3e2623d23f73d396,Divide and Grow: Capturing Huge Diversity in Crowd Images with Incrementally Growing CNN

 0b9d3a0c61ee498f8ed54aaa22d3c4e72aa56f40,A Quadratic Deformation Model for Facial Expression Recognition

 0b28eedcc8ce4c06abc75d9327086ff7c7cf3510,Towards Large-Scale Face Recognition Based on Videos

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 0ba5369c5e1e87ea172089d84a5610435c73de00,A Multi-task Convolutional Neural Network for Joint Iris Detection and Presentation Attack Detection

@@ -346,17 +470,22 @@ b13c28b35571627162cf46765821c739a7dc2d62,The Visual Object Tracking VOT2013 Chal
 4342a2b63c9c344d78cf153600cd918a5fecad59,Synergy between Face Alignment and Tracking via Discriminative Global Consensus Optimization

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 cb2470aade8e5630dcad5e479ab220db94ecbf91,Exploring Facial Differences in European Countries Boundary by Fine-Tuned Neural Networks

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 cbefe7939bc7f44274ebbc161c14054b55db9af2,An Extended Local Binary Pattern for Gender Classification

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 f991ffc087de855ea879a10044807f79949bb0fe,Batch Mode Active Learning for Multimedia Pattern Recognition

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 f95d9759566e766ded8902a65775b5f6bdccb3f5,Discriminant Nonnegative Tensor Factorization Algorithms

 f93750b355f4112abde2cdeb0efca6dcf76bd1ef,Improving the Face Recognition Accuracy under Varying Illumination Conditions for Local Binary Patterns and Local Ternary Patterns Based on Weber-Face and Singular Value Decomposition

 f9b6242f8e9d5f7f9e31214444290f812889f946,Gabor Feature-Based Collaborative Representation for Hyperspectral Imagery Classification

@@ -364,11 +493,13 @@ f99a0d944c3b8041332f3d0ff67f984e29255c30,Traffic Sign Recognition Using Compleme
 f9ee16257c8c749c884ad8146fe57d85787b6430,The LectureSight System in Production Scenarios and Its Impact on Learning from Video Recorded Lectures

 f94867160e0885bc397892e4db56fa7ce9ebc83a,Visualizing and Quantifying Discriminative Features for Face Recognition

 f9997c130b9295592bf0e49bdfcefd215b6526de,Face Recognition Using PCA and LDA Algorithm

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 87f723a8cd56e4e7fdccb8f26eb75a258835ec18,Robust Face Recognition Using Block-Based Bag of Words

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 875b00be3e95382c930692efb20633ae7994c08e,Face Tracking and Recognition via Incremental Local Sparse Representation

@@ -386,13 +517,16 @@ f9997c130b9295592bf0e49bdfcefd215b6526de,Face Recognition Using PCA and LDA Algo
 26de18130a3d5d3324b3eea83007157eb1873911,Progressively Parsing Interactional Objects for Fine Grained Action Detection

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 1a31192ac79d0eccef596f93d6170117a0111396,Image Based Facial Micro-Expression Recognition Using Deep Learning on Small Datasets

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 1a7181252e411ccd63dbc16a9b39bc660d302a66,Pedestrian Detection Using Covariance Descriptor and On-line Learning

 1a2b5b52e4b378a4b8b6f5adfc4a8d5d161ab012,A Prior-Less Method for Multi-face Tracking in Unconstrained Videos

 db861322aa584dcbd71c3d70660edfdc4464e0d9,Vectorfaces for Illumination Invariant Human Face Recognition

 db3984b143c59584a32d762d712d21c0e8cf38b8,Weighted Fusion of Bit Plane-Specific Local Image Descriptors for Facial Expression Recognition

 dbebd79aa29a078bfb7a8044d7a56acb24f8354c,Expression-Invariant Face Recognition via 3D Face Reconstruction Using Gabor Filter Bank from a 2D Single Image

 db1a9b8d8ce9a5696a96f8db4206b6f72707730e,Cross-Modal Facial Attribute Recognition with Geometric Features

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 db7eff018f4a57a8cd02fd394eedd44e6e399a21,SLBP: An Improved Texture Feature for Pedestrian Detection

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 db39754bde43c5555d7086261d1a6fd55af7de06,Recurrent Filter Learning for Visual Tracking

@@ -404,22 +538,30 @@ dbfce5a560a0808c2108ef30bd384a92da6977eb,Interactive Event Recognition in Video
 e8d000296ef76d8477b3f2c9a61d08aab6247487,Learning to Track Multi-target Online by Boosting and Scene Layout

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 e8221cac88d0f892d33e23a1f2bfc6ae7f67647f,On the Role of Representations for Reasoning in Large-Scale Urban Scenes

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 e8951cc76af80da43e3528fe6d984071f17f57e7,Online Cost Efficient Customer Recognition System for Retail Analytics

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 e8e662e45e39249756d2b0090782434a5cf1f4aa,VegFru: A Domain-Specific Dataset for Fine-Grained Visual Categorization

 89fff8387432878db240a044a98ff9c9200f3197,Learning Globally Optimized Object Detector via Policy Gradient

 89f810798ede05087512be80f2e52ebe81b7b6cd,Face Recognition Using Active Illumination Equalization and Mirror Image Superposition as Pre-processing Techniques

 89ee022431da849b4991e41c0894d7535008ae99,Poselet Conditioned Pictorial Structures

 89878feef7141b42b2f20d66c6c3572a1b761a5e,Fast Training of Object Detection Using Stochastic Gradient Descent

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 89ae6715e6e581046074935912ad50e104a6a8c0,Recurrent Modeling of Interaction Context for Collective Activity Recognition

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 891b31be76e2baa83745f24c2e2013851dc83cbb,Improved Face Representation by Nonuniform Multilevel Selection of Gabor Convolution Features

 89f091ccbf2a428c5cee5339c4dadb310d6dab03,Farmland Scene Classification Based on Convolutional Neural Network

 89272b78b651038ff4d294b9ccca0018d2c9033b,Low Computation Face Verification Using Class Center Analysis

+89498817a49d9c349ec9f67375023ead0411b865,Im2Flow: Motion Hallucination from Static Images for Action Recognition

+894c2d4b9f49ae87f3a8937123e3d734f90ee6b0,Facial Features Classification Using the Temporal Correlation Matrix Memory (TCMML)

 f1f3c3e240281611db415fe3507789430bd848c1,Learning to Predict Stereo Reliability Enforcing Local Consistency of Confidence Maps

 f11acabdc1aa9fb8917431268f85746b88d88c32,LAMV: Learning to Align and Match Videos with Kernelized Temporal Layers

 f18fe123e9017f3a9ac7cd140560a30b5a9b82c2,Improving Text-Based Person Search by Spatial Matching and Adaptive Threshold

 f15b7c317f106816bf444ac4ffb6c280cd6392c7,Deep Disguised Faces Recognition

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 f1280f76933ba8b7f4a6b8662580504f02bb4ab6,Gender Classification by Deep Learning on Millions of Weakly Labelled Images

 f16d6152e23b032f59eb794fac2d272daa859a79,A Face Recognition System Based on Local Binary Patterns and Support Vector Machine for Home Security Service Robot

@@ -434,6 +576,7 @@ f1f7ee70b2fa29a93ed801a1da9853a4c51f3f05,Preliminary Results for Detection of Pa
 40614596ea5ae9ac78a88bed0419366831f9715e,NEIL: Extracting Visual Knowledge from Web Data

 40cf7b70c1b4e04c236a9997139c924d2292f505,Deep Determinantal Point Process for Large-Scale Multi-label Classification

 055d3a41298fe36e0dab50c19d0c43eab5d1c020,Choosing Parameters of Kernel Subspace LDA for Recognition of Face Images Under Pose and Illumination Variations

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 057d9240489746ad35bb73c2d1c86f5f27a733a2,Fusion of Multibiometrics Based on a New Robust Linear Programming

 05d4abd35ecdb5863e04ebb0011f525ba3ef0092,Automatic landmark location with a Combined Active Shape Model

 05a76887cc3f3dfad7f391bfeecc613d6c611b17,Robust Human Tracking to Occlusion in Crowded Scenes

@@ -442,6 +585,8 @@ f1f7ee70b2fa29a93ed801a1da9853a4c51f3f05,Preliminary Results for Detection of Pa
 050e51268b0fb03033428ac777ccfef2db752ab3,"Fast, Accurate and Robust Recognition Based On Local Normalized Linear Summation Kernel"

 05ffc37ed1289c9dbd01f1cd96d5a5ae908b12cb,Multi-source Deep Learning for Human Pose Estimation

 050e5b4043009e54dff9319877fe947885db2d6e,Saliency Guided Dictionary Learning for Weakly-Supervised Image Parsing

+05cd67d4aea69a4e305a3aa5315cea19662743de,Motion-Appearance Co-memory Networks for Video Question Answering

+052373d7fd12145c41377f9a05513596d32e409c,Deep Compositional Captioning: Describing Novel Object Categories without Paired Training Data

 057517452369751bd63d83902ea91558d58161da,Robust Patch-Based Pedestrian Tracking Using Monocular Calibrated Cameras

 b8e5800dfc590f82a0f7eedefce9abebf8088d12,How to Train Your Neural Network with Dictionary Learning

 b839bc95794dc65340b6e5fea098fa6e6ea5e430,Soft Biometrics in Online Social Networks: A Case Study on Twitter User Gender Recognition

@@ -449,16 +594,21 @@ b8904f04f90c80ab3233daf1d8410bb7e5b391cb,PIXOR: Real-time 3D Object Detection fr
 b803cdb3377fa3b6194932607f51f2d1fafbf964,Locality Preserving Embedding

 b80757994fc0f784b88e60b37c055302274e2e07,DisITQ: A Distributed Iterative Quantization Hashing Learning Algorithm

 b80f43b42b5320578d4c1e214fe1a8b6b45352ae,MSR-VTT: A Large Video Description Dataset for Bridging Video and Language

+b802bb5ffeba07f05d6095672dbdb8b8f58f9497,Weakly Supervised Learning of Single-Cell Feature Embeddings

 b8b9cef0938975c5b640b7ada4e3dea6c06d64e9,Metric-Promoted Siamese Network for Gender Classification

 b8fc620a1563511744f1a9386bdfa09a2ea0f71b,Boosting Face in Video Recognition via CNN Based Key Frame Extraction

 b85c198ce09ffc4037582a544c7ffb6ebaeff198,Efficient Multiple Instance Metric Learning Using Weakly Supervised Data

+b8942497abfc1025b3961d3e62bd326b829b068d,Label Denoising Adversarial Network (LDAN) for Inverse Lighting of Faces

 b800f5d6e502cbb8431d23de06015e599c8bb906,Automatic Realistic 3D Garment Generation Based on Two Images

 b86c49c6e3117ea116ec2d8174fa957f83502e89,A Correlated Topic Modeling Approach for Facial Expression Recognition

 67f4eabd4f0771e2e50a0ec031db64cd9083e3f8,"On compositional Image Alignment, with an application to Active Appearance Models"

 67f78b4b4669bae388f4f2c9660f265a987e8f22,A Novel Distribution-Based Features for Face Detection

 67b8a47b21cc5bb4b162d85b2e86bbc5884f6d6e,Hierarchical Joint Max-Margin Learning of Mid and Top Level Representations for Visual Recognition

+67f1f2bec9cdd5cf52b0732349fd7657a45b10f9,An Approach for Sequential Dictionary Learning in Nonuniform Noise

+67808f1a1f70473b04cbc7092c2f0d1483f74b4e,Learning Local Image Descriptors with Deep Siamese and Triplet Convolutional Networks by Minimizing Global Loss Functions

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 673e1ed100fd6dfc37225ed5f6cf39c02f9e5193,Improving Occlusion and Hard Negative Handling for Single-Stage Pedestrian Detectors

+67a9659de0bf671fafccd7f39b7587f85fb6dfbd,Ring Loss: Convex Feature Normalization for Face Recognition

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 3f27a0455ef173dd91412844fe3c80d911ec55ca,Dense Object Reconstruction with Semantic Priors

@@ -466,8 +616,11 @@ b86c49c6e3117ea116ec2d8174fa957f83502e89,A Correlated Topic Modeling Approach fo
 3f768179cea3c710dac8e68c0a890c48cfdc8ed1,Face Template Protection Using Deep Convolutional Neural Network

 3f6da4965b214ea947dd3b6cd33b41ece89e7e79,Context-Aware Fusion for Continuous Biometric Authentication

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+3f95710d17556d5064bda289dea5adbce2777a59,Eliminating Background-bias for Robust Person Re-identification

+3fd7697610cd87aba8a83e2d2171fe51602162d5,Learning a Manifold as an Atlas

 3f5f07c9ea779626af24134c83dd1020a4d10e48,Minimum Class Variance Support Vector Machines

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+3f0ad194165036a13421a8b43fd71313f8f1877f,Human Pose Estimation with Parsing Induced Learner

 3fe3d6ff7e5320f4395571131708ecaef6ef4550,TV News Retrieval Based on Story Segmentation and Concept Association

 6d34ccaa0429255264c747f4ad86cef299a36f3b,Histograms of Pattern Sets for Image Classification and Object Recognition

 6d645c56ae493249bc6a4f8925eb686527ec82d4,Temporal Facial Expression Modeling for Automated Action Unit Intensity Measurement

@@ -489,7 +642,9 @@ eece52bd0ed4d7925c49b34e67dbb6657d2d649b,Aff-Wild: Valence and Arousal ‘In-the
 beb2f1a6f3f781443580ffec9161d9ce6852bf48,Deep Spatio-Temporal Representation Learning for Multi-Class Imbalanced Data Classification

 be7444c891caf295d162233bdae0e1c79791d566,Face Recognition Performance under Aging

 be6bd94322dd0ecfc8ea99eb7f40a9a14dd3471f,Automatic Face Annotation System Used Pyramid Database Architecture for Online Social Networks

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 beb4a5d17bd84fa5607a5567bdc1891ff6ce2bf8,Computational Intelligence-Based Biometric Technologies

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 be65ca1665e041a8d801759fec9a918ef7ff5c39,Spatial Face Context with Gender Information for Group Photo Similarity Assessment

 b5c94166b3ceb7166e89abe1e951556690b87310,WebLogo-2M: Scalable Logo Detection by Deep Learning from the Web

 b5bc03b29235a1fdfe316b88628eafd303b3ddf3,Multi-modal Embedding for Main Product Detection in Fashion

@@ -505,12 +660,20 @@ b55f256bbd2e1a41ce6bfcd892dee12f5bcd7cb3,Supervised Locally Linear Embedding in
 b598f7761b153ecb26e9d08d3c5817aac5b34b52,A Simulated Annealing and 2DPCA Based Method for Face Recognition

 b5da00cffb44acf4c385c4d14a51a49d9adf5d29,Illumination Normalization Based on Local Binary Pattern Image

 b5de6acdca3eb6137df0191ea5c492c5406d3744,"Evaluation, Design and Application of Object Tracking Technologies for Vehicular Technology Applications"

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 29aa3dc15450e6eb46c34f30f0e224e5ea16615e,Sketch Me That Shoe

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 bb6801a2e7e3f319d6dc72a4ab5b4d16919d074d,Continuous Real-Time Vehicle Driver Authentication Using Convolutional Neural Network Based Face Recognition

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 bb070c019c0885232f114c7dca970d2afd9cd828,A Novel Landmark Detector System for Multi Resolution Frontal Faces

 bb4f83458976755e9310b241a689c8d21b481238,Improving Face Verification and Person Re-Identification Accuracy Using Hyperplane Similarity

 bb5169488fe3c0ed5028a395d1f58fff9c4a669f,A Cancelable Biometric Hashing for Secure Biometric Verification System

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 bb0ecedde7d6e837dc9a5e115302a2aaad1035e1,Face Verification: Strategies for Employing Deep Models

 bb967edbeb6b9d7dda567a91e99546e2f6477ee3,A Regularized Nonlinear Discrimination Approach

 bbb121177ce1c2a7ba2a85aa5cf8e2b9606196de,Integrating Discriminant and Descriptive Information for Dimension Reduction and Classification

@@ -520,8 +683,10 @@ f0225fd9e968a022ea6f993c1e44f01716908769,Learning the Cultural Consistent Facial
 f0f854f8cfe826fd08385c0c3c8097488f468076,Injury Mechanism Classification in Soccer Videos

 f08f909eb07b3fe986510901e1234436c584fbb4,A Hybrid Method for 3D Pose Estimation of Personalized Human Body Models

 521aa8dcd66428b07728b91722cc8f2b5a73944b,Pseudo-Labeling Using Gaussian Process for Semi-Supervised Deep Learning

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 52a86eccad4ae8b15b4585d1691845bf2b8707d0,Co-localization in Noisy Images through Minimizing a Ratio Function

 525da67fb524d46f2afa89478cd482a68be8a42b,Learning to Generate 3D Stylized Character Expressions from Humans

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 0f8a0c308bb63aaf2741a4817ea0464a85854e4d,Human Pose Estimation Using Deep Structure Guided Learning

 0fb5159b976e39530a9b4d4a1480efd3ab3cd458,Pedestrian Recognition by Using a Dynamic Modality Selection Approach

 0f1ecc5d8834df4390755cb97c239a9f4248b30f,Individual Stable Space: An Approach to Face Recognition Under Uncontrolled Conditions

@@ -532,10 +697,15 @@ f08f909eb07b3fe986510901e1234436c584fbb4,A Hybrid Method for 3D Pose Estimation
 0fee3b9191dc1cef21f54232a23530cd8169d3b2,A Fast Iterative Algorithm for Improved Unsupervised Feature Selection

 50cbe0eb6ff6fac20629e86056d8d2e7d991ce52,Learning View-Invariant Features for Person Identification in Temporally Synchronized Videos Taken by Wearable Cameras

 5085e49ff681a9d61cef81529c4cd7991ece9484,Application of Automatic Statistic Passenger Flow System Based on Depth Data

+5034757f972b68fb164c9996ec2e222d5a1d095a,A Data-Augmented 3D Morphable Model of the Ear

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 50e6d9ece3ddf145252484d04984bfc86ce58db3,Person Re-identification Based on Relaxed Nonnegative Matrix Factorization with Regularizations

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 5014f5dd9d3586dae0572325085647ddc187fa3f,Robust Online Multi-object Tracking Based on Tracklet Confidence and Online Discriminative Appearance Learning

 500ed54f2537e61a14e1141b40cba9373a25e51c,Ensuring Safety in Augmented Reality from Trade-off Between Immersion and Situation Awareness

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@@ -544,51 +714,71 @@ f08f909eb07b3fe986510901e1234436c584fbb4,A Hybrid Method for 3D Pose Estimation
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 c9c9ade2ef4dffb7582a629a47ea70c31be7a35e,Detecting Faces Using Inside Cascaded Contextual CNN

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 c91406fea53e869e431dc9a799b989321a66c9da,Point to Set Similarity Based Deep Feature Learning for Person Re-Identification

 c900e0ad4c95948baaf0acd8449fde26f9b4952a,"EmotioNet: An Accurate, Real-Time Algorithm for the Automatic Annotation of a Million Facial Expressions in the Wild"

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 c8e029d94dd0766a5356cc00f033c8604ad94327,Facial Landmark Localization in Depth Images Using Supervised Ridge Descent

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 c82889c36a53d1c18eadcd7babb8a680d68c20fc,Human Face Image Searching System Using Sketches

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 c8633d0eff70feb0a378337237d4a03fec582290,Adaptive Patch-Based Background Modelling for Improved Foreground Object Segmentation and Tracking

 c873b9a7c61d4157a96a98025967cd09472e567c,Patch-Based Similarity HMMs for Face Recognition with a Single Reference Image

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 c8585c95215bc53e28edb740678b3a0460ca8aa4,Facial Action Unit Recognition Augmented by Their Dependencies

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 eb871655e36fb2b837bbdacc4d98d903931f5caf,Contention-Aware Scheduling for Asymmetric Multicore Processors

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 08635266c783a2b7158a8c46bde42655d036c0f1,Lipreading With Local Spatiotemporal Descriptors

 084011fe855c3aabb3de1c25174d78082d04a5b7,WebLogo-2M: Scalable Logo Detection by Deep Learning from the Web

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 08b7f088e04757486b34a8baad2ee07f4d1d0544,Least Square Incremental Linear Discriminant Analysis

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@@ -596,10 +786,16 @@ eb67693ae74a3e5fba42b96b41953f85c7414a8e,Scale Adaptive Tracking Using Mean Shif
 463bca4464c5a92cedeb3c1ec3aa80e973c7ec69,Body Parts Detection for People Tracking Using Trees of Histogram of Oriented Gradient Descriptors

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 426bef506eaecb8e18a81888c61131cfee6ebdb4,Sparse Flow: Sparse Matching for Small to Large Displacement Optical Flow

@@ -609,9 +805,15 @@ eb67693ae74a3e5fba42b96b41953f85c7414a8e,Scale Adaptive Tracking Using Mean Shif
 42ea94af578b796aa96b68cd1c8ab6f55f22b050,The Combinator: Optimal Combination of Multiple Pedestrian Detectors

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 42fe1f908a36e68829779b3b7b830eec407afb94,Human Head-Shoulder Illumination Transfer

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+fd0769033b18038b9baf9e762f16973ee27be626,MobileNetV2: Inverted Residuals and Linear Bottlenecks

 fd23dda0abe2d6a3ae0c8253c89110364cdecbc9,Deep Learning for People Detection on Beach Images

 fd9ab411dc6258763c95b7741e3d51adf5504040,Eigenbubbles: An Enhanced Apparent BRDF Representation

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 fde900199b2aa6d8a5364342885bdb2f5f7073c2,Deep Structured Prediction: A New Formulation for Person Re-Identification

+fddc99348ba397c0f1a16f4ee44754fb7a411b76,Automatic Detection of Optic Disc in Retina Image Using CNN and CRF

+fdb2058d980bb46d3077d83cc72414192b2cddf7,Image Recognition of 85 Food Categories by Feature Fusion

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 fd752a384a46e99e71694d8fc82b50d0b506e2a1,High-Speed Similarity-Based Image Retrieval with Data-Alignment Optimization Using Self-Organization Algorithm

 11afe55035a4408eb5b8944b383f103e7ea12b67,Face Recognition Using a Color Subspace LDA Approach

@@ -623,8 +825,10 @@ fd752a384a46e99e71694d8fc82b50d0b506e2a1,High-Speed Similarity-Based Image Retri
 118c8bcbf52fbe15b38b67ef3f30839aa7faf2f4,On the Effect of Human Body Parts in Large Scale Human Behaviour Recognition

 476cfbea95a21a333cb4f46a698fd8b1e9fac7cf,Stereo Vision for Dynamic Urban Environment Perception Using Semantic Context in Evidential Grid

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 470690bb2c165b8e2c49e25add434216b59b1987,Incremental Linear Discriminant Analysis for Face Recognition

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 479b0502716e6f0f15b52a3619554b4484aab276,Using Gait Features for Improving Walking People Detection

@@ -634,34 +838,50 @@ fd752a384a46e99e71694d8fc82b50d0b506e2a1,High-Speed Similarity-Based Image Retri
 471b72ca18e3ca0c3d5edb8f28ab8eca596f78e0,SPDA-CNN: Unifying Semantic Part Detection and Abstraction for Fine-Grained Recognition

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 45824905119ec09447d60e1809434062d5f4c1e4,Detecting Smiles of Young Children via Deep Transfer Learning

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 4a24ed07acea711ca822a77f4b38311d4ad969ff,Pose-Invariant Facial Expression Recognition Based on 3D Face Reconstruction and Synthesis from a Single 2D Image

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@@ -751,28 +987,39 @@ ce75deb5c645eeb08254e9a7962c74cab1e4c480,Emotion-Preserving Representation Learn
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@@ -786,6 +1033,7 @@ c0c0b8558b17aa20debc4611275a4c69edd1e2a7,Facial Expression Recognition via a Boo
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@@ -818,6 +1074,7 @@ dd93611ab7fb697d92e97749ec09a2fdbd86b7f1,Real-Time Pose-Invariant Face Recogniti
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@@ -826,20 +1083,27 @@ dd93611ab7fb697d92e97749ec09a2fdbd86b7f1,Real-Time Pose-Invariant Face Recogniti
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@@ -847,19 +1111,25 @@ dd93611ab7fb697d92e97749ec09a2fdbd86b7f1,Real-Time Pose-Invariant Face Recogniti
 3dce635ce4b55fb63fc6d41b38640403b152a048,The Impact of Age and Threshold Variation on Facial Recognition Algorithm Performance Using Images of Children

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 235b4729951e036297bab2191a69c507a882d609,Integrated Face and Facial Components Detection

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 8e01ce9c92a657077b2bbbe119523bd7429306f9,Partial Face Biometry Using Shape Decomposition on 2D Conformal Maps of Faces

@@ -867,20 +1137,31 @@ dd93611ab7fb697d92e97749ec09a2fdbd86b7f1,Real-Time Pose-Invariant Face Recogniti
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 8d177b422cbdbc793d4fb6b82fc2745a508b6cd0,Video-Based People Tracking

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@@ -889,25 +1170,35 @@ dd93611ab7fb697d92e97749ec09a2fdbd86b7f1,Real-Time Pose-Invariant Face Recogniti
 9e86e9853c261f2e4affe61674ca26a537ba65de,Transfer Learning for Face Identification with Deep Face Model

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@@ -924,32 +1215,40 @@ c4a3cfc70ae20d3cbe808d76b35ee396239c5374,Retrieval of Identical Clothing Images
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@@ -959,13 +1258,19 @@ efb181d56c385cf20efb9c0d1543fc0e7464d3f0,A fast and effective method for static
 aafeb3d76155ec28e8ab6b4d063105d5e04e471d,Reconstructing Intensity Images from Binary Spatial Gradient Cameras

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 7c8909da44e89a78fe88e815c83a4ced34f99149,Multi-classifier Q-stack Aging Model for Adult Face Verification

@@ -983,7 +1288,9 @@ f8aa5d47c0de3eb423d545f3318e3c3715524a27,3D Face Hierarchical Recognition Based
 73d53a7c27716ae9a6d3484e78883545e53117ae,A Multi-local Means Based Nearest Neighbor Classifier

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@@ -992,10 +1299,14 @@ f8aa5d47c0de3eb423d545f3318e3c3715524a27,3D Face Hierarchical Recognition Based
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@@ -1324,6 +1737,7 @@ da5932a4f3af37030f0460496d4e0b6f93294bfd,Learning Geometric Equivalence between
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@@ -1335,8 +1749,10 @@ da5932a4f3af37030f0460496d4e0b6f93294bfd,Learning Geometric Equivalence between
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@@ -1432,9 +1872,12 @@ ff42ec628b0980909bbb84225d0c4f8d9ac51e03,Convergent 2-D Subspace Learning With N
 ffec78f270dba4bdaf6bca7aedc16798bb9347ef,Weighted Local Directional Pattern for Robust Facial Expression Recognition

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@@ -1460,19 +1906,26 @@ ed1da141e83ecbf3998fe88f222c3d50136c548e,Gesture and Sign Language Recognition w
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 3e3f19cfb5a7f93d71b2a4578a9cb9ec968960ba,Online Nearest Neighbor Search in Binary Space

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@@ -1517,16 +1979,21 @@ df670cebee69f10f3f320720b248fbaaa017a4e6,Risky Region Localization with Point Su
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@@ -1540,6 +2007,7 @@ a8d4b0fae3449e6ecde5d3589ae78c72b1072e38,PCA Based Computation of Illumination-I
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@@ -1659,22 +2160,31 @@ c61b8cec357106034dd0ad637be78d94563b707c,Towards Fine-Grained Open Zero-Shot Lea
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@@ -1682,33 +2192,46 @@ c61b8cec357106034dd0ad637be78d94563b707c,Towards Fine-Grained Open Zero-Shot Lea
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@@ -1786,35 +2324,47 @@ acec6d7d24e07fccd1a2ef3b6268bf3f8934f7ac,Graph-Based Kinship Recognition
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