Sparse Representation for Ear Biometrics
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
A multiexpert collaborative biometric system for people identification
Journal of Visual Languages and Computing
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Sparse Representation for Video-Based Face Recognition
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Sparsity preserving projections with applications to face recognition
Pattern Recognition
A comparison of three methods of face recognition for home photos
SIGGRAPH '09: Posters
Incremental local linear fuzzy classifier in fisher space
EURASIP Journal on Advances in Signal Processing
Inferring semantic concepts from community-contributed images and noisy tags
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Face recognition under occlusions and variant expressions with partial similarity
IEEE Transactions on Information Forensics and Security
Comparing and combining lighting insensitive approaches for face recognition
Computer Vision and Image Understanding
IEEE Transactions on Image Processing
Comparing measures of sparsity
IEEE Transactions on Information Theory
Gabor boost linear discriminant analysis for face recognition
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Missing data imputation using compressive sensing techniques for connected digit recognition
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Silhouette representation and matching for 3D pose discrimination - A comparative study
Image and Vision Computing
Sparsity preserving discriminant analysis for single training image face recognition
Pattern Recognition Letters
Point process models for spotting keywords in continuous speech
IEEE Transactions on Audio, Speech, and Language Processing
Foreground segmentation via sparse representation
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Distributed recognition of human actions using wearable motion sensor networks
Journal of Ambient Intelligence and Smart Environments
Face alignment by minimizing the closest classification distance
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Sparsity inspired selection and recognition of iris images
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Foreground/background segmentation with learned dictionary
ASMCSS'09 Proceedings of the 3rd International Conference on Applied Mathematics, Simulation, Modelling, Circuits, Systems and Signals
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Base selection in estimating sparse foreground in video
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Patch-based face recognition from video
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Elastic block set reconstruction for face recognition
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Partially occluded face completion and recognition
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Face identification using linear regression
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Learning with l1-graph for image analysis
IEEE Transactions on Image Processing
Misalignment-robust face recognition
IEEE Transactions on Image Processing
Feature extraction by learning Lorentzian metric tensor and its extensions
Pattern Recognition
Dense error correction via l1-minimization
IEEE Transactions on Information Theory
Compressive image super-resolution
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Exact signal recovery from sparsely corrupted measurements through the pursuit of justice
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Projective nonnegative graph embedding
IEEE Transactions on Image Processing
Text detection in images using sparse representation with discriminative dictionaries
Image and Vision Computing
Robust classifiers for data reduced via random projections
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Image segmentation with patch-pair density priors
Proceedings of the international conference on Multimedia
Dynamic captioning: video accessibility enhancement for hearing impairment
Proceedings of the international conference on Multimedia
Cast2Face: character identification in movie with actor-character correspondence
Proceedings of the international conference on Multimedia
Sparse imputation for large vocabulary noise robust ASR
Computer Speech and Language
Facial expression recognition based on fusion of sparse representation
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
Sparse representation: extract adaptive neighborhood for multilabel classification
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
Robust face recognition using probabilistic facial trait code
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Sparse representation-based face recognition for one training image per person
ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
Two-dimensional sparse principal component analysis for palmprint recognition
ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
Kernel sparse representation for image classification and face recognition
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Robust and fast collaborative tracking with two stage sparse optimization
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Tensor sparse coding for region covariances
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Efficient highly over-complete sparse coding using a mixture model
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Gabor feature based sparse representation for face recognition with gabor occlusion dictionary
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Direct sparse nearest feature classifier for face recognition
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part III
Image annotation by sparse logistic regression
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
Dimensionality reduction by using sparse reconstruction embedding
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
Image annotation by kNN-sparse graph-based label propagation over noisily tagged web images
ACM Transactions on Intelligent Systems and Technology (TIST)
Free form face recognition using kernel sparse representation
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Recognizing partially occluded faces from a single sample per class using string-based matching
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Randomized locality sensitive vocabularies for bag-of-features model
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Image categorization using directed graphs
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Optimum subspace learning and error correction for tensors
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
The complete gabor-fisher classifier for robust face recognition
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
An efficient face recognition algorithm based on robust principal component analysis
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Visual object tracking via sparse reconstruction
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Action recognition in video by sparse representation on covariance manifolds of silhouette tunnels
ICPR'10 Proceedings of the 20th International conference on Recognizing patterns in signals, speech, images, and videos
Robust visual monitoring of machine condition with sparse coding and self-organizing map
ICIRA'10 Proceedings of the Third international conference on Intelligent robotics and applications - Volume Part I
Face recognition using sparse representations and manifold learning
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
A compressive sensing algorithm for many-core architectures
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
Boosting part-sense multi-feature learners toward effective object detection
Computer Vision and Image Understanding
3D human pose recovery from image by efficient visual feature selection
Computer Vision and Image Understanding
Face image retrieval using sparse representation classifier with gabor-LBP histogram
WISA'10 Proceedings of the 11th international conference on Information security applications
3D face recognition based on local shape patterns and sparse representation classifier
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
An effective approach to pose invariant 3D face recognition
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
Semi-automatic flickr group suggestion
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Automatic container code recognition using compressed sensing method
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
High-resolution sonars: what resolution do we need for target recognition?
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
Sparse regularization for semi-supervised classification
Pattern Recognition
A novel hierarchical fingerprint matching approach
Pattern Recognition
Compressed sensing for robust texture classification
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Compressive evaluation in human motion tracking
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Occlusion handling with l1-regularized sparse reconstruction
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Pattern Recognition Letters
Face classification via sparse approximation
BioID'11 Proceedings of the COST 2101 European conference on Biometrics and ID management
Scalable triangulation-based logo recognition
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Visual object tracking via sample-based Adaptive Sparse Representation (AdaSR)
Pattern Recognition
Face recognition based on the multi-scale local image structures
Pattern Recognition
A regularized correntropy framework for robust pattern recognition
Neural Computation
Maximum variance sparse mapping
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Visual tracking using iterative sparse approximation
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Sparse based image classification with different keypoints descriptors
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Re-identification of visual targets in camera networks: a comparison of techniques
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
SEMD based sparse gabor representation for eyeglasses-face recognition
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part II
Facial expression recognition from near-infrared videos
Image and Vision Computing
Robust regression for face recognition
Pattern Recognition
Improve robustness of sparse PCA by L1-norm maximization
Pattern Recognition
Dictionary learning based on Laplacian score in sparse coding
MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition
Multi-subspace representation and discovery
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
3D face recognition based on sparse representation
The Journal of Supercomputing
Video accessibility enhancement for hearing-impaired users
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Mining flickr landmarks by modeling reconstruction sparsity
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Multi-label classification for image annotation via sparse similarity voting
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
A novel probabilistic linear subspace approach for face applications
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Visual tracking based on Log-Euclidean Riemannian sparse representation
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
Beyond sparsity: The role of L1-optimizer in pattern classification
Pattern Recognition
Graph optimization for dimensionality reduction with sparsity constraints
Pattern Recognition
Emerging topic detection using dictionary learning
Proceedings of the 20th ACM international conference on Information and knowledge management
Object tracking via appearance modeling and sparse representation
Image and Vision Computing
Kernel sparse representation based classification
Neurocomputing
A Comparative Study of Palmprint Recognition Algorithms
ACM Computing Surveys (CSUR)
Retrieval-based face annotation by weak label regularized local coordinate coding
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Large scale identity deduplication using face recognition based on facial feature points
CCBR'11 Proceedings of the 6th Chinese conference on Biometric recognition
Sparse reconstruction based watermarking for secure biometric authentication
CCBR'11 Proceedings of the 6th Chinese conference on Biometric recognition
Convex and Network Flow Optimization for Structured Sparsity
The Journal of Machine Learning Research
The Sample Complexity of Dictionary Learning
The Journal of Machine Learning Research
Joint dynamic sparse representation for multi-view face recognition
Pattern Recognition
Commute time guided transformation for feature extraction
Computer Vision and Image Understanding
Sparse neighbor representation for classification
Pattern Recognition Letters
Robust visual tracking with structured sparse representation appearance model
Pattern Recognition
Sorted random projections for robust rotation-invariant texture classification
Pattern Recognition
A supervised non-linear dimensionality reduction approach for manifold learning
Pattern Recognition
ICMB'10 Proceedings of the Second international conference on Medical Biometrics
Robust classification using l2,1-norm based regression model
Pattern Recognition
Part-based motion descriptor image for human action recognition
Pattern Recognition
Pedestrian detection in images via cascaded L1-norm minimization learning method
Pattern Recognition
Analysis of performance of palmprint matching with enforced sparsity
Digital Signal Processing
Semi-supervised ensemble classification in subspaces
Applied Soft Computing
Estimating human pose from occluded images
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Robust Visual Tracking Using an Effective Appearance Model Based on Sparse Coding
ACM Transactions on Intelligent Systems and Technology (TIST)
Image clustering via sparse representation
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
A generalized subspace projection approach for sparse representation classification
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Nonlinear nearest subspace classifier
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Face recognition from color images using sparse projection analysis
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
Spatial feature interdependence matrix (SFIM): a robust descriptor for face recognition
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part I
Sparse temporal representations for facial expression recognition
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
Discriminant sparse neighborhood preserving embedding for face recognition
Pattern Recognition
A new subspace approach for face recognition
ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications
Sparse maximum margin discriminant analysis for gene selection
ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications
Efficient cross-correlation via sparse representation in sensor networks
Proceedings of the 11th international conference on Information Processing in Sensor Networks
Distributed sparse approximation for frog sound classification
Proceedings of the 11th international conference on Information Processing in Sensor Networks
Optimization with Sparsity-Inducing Penalties
Foundations and Trends® in Machine Learning
Optimized projection for sparse representation based classification
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
A local spectral distribution approach to face recognition
Computer Vision and Image Understanding
Multidimensional Systems and Signal Processing
Face recognition using discriminant sparsity neighborhood preserving embedding
Knowledge-Based Systems
Sparse Representation Classifier for microaneurysm detection and retinal blood vessel extraction
Information Sciences: an International Journal
A realistic dynamic facial expression transfer method
Neurocomputing
Complementary Kernel Density Estimation
Pattern Recognition Letters
Image deblocking via sparse representation
Image Communication
Arbitrary body segmentation in static images
Pattern Recognition
Human action recognition based on graph-embedded spatio-temporal subspace
Pattern Recognition
Image security and biometrics: a review
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Sparse Representation-Based Heartbeat Classification Using Independent Component Analysis
Journal of Medical Systems
Heteroscedastic Sparse Representation Based Classification for Face Recognition
Neural Processing Letters
Sparse Modeling of Human Actions from Motion Imagery
International Journal of Computer Vision
Mining discriminative components with low-rank and sparsity constraints for face recognition
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Dictionary Learning for Noisy and Incomplete Hyperspectral Images
SIAM Journal on Imaging Sciences
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part I
Component-based global k-NN classifier for small sample size problems
Pattern Recognition Letters
Orthogonal discriminant vector for face recognition across pose
Pattern Recognition
Subclass discriminant Nonnegative Matrix Factorization for facial image analysis
Pattern Recognition
Class dependent factor analysis and its application to face recognition
Pattern Recognition
Expert Systems: The Journal of Knowledge Engineering
Distributed recognition of human actions using wearable motion sensor networks
Journal of Ambient Intelligence and Smart Environments
Explicit integration of identity information from skin regions to improve face recognition
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
Sparse representation based classification for face recognition by k-limaps algorithm
ICISP'12 Proceedings of the 5th international conference on Image and Signal Processing
Automatic telephone handset identification by sparse representation of random spectral features
Proceedings of the on Multimedia and security
Searching for the best matching atoms based on multi-swarm co-operative PSO
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Sparse representation based face image super-resolution
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Sparse representation with geometric configuration constraint for line segment matching
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Robust sparse bounding sphere for 3D face recognition
Image and Vision Computing
Tensor rank one differential graph preserving analysis for facial expression recognition
Image and Vision Computing
Remote identification of faces: Problems, prospects, and progress
Pattern Recognition Letters
Part-based spatio-temporal model for multi-person re-identification
Pattern Recognition Letters
Semi-supervised action recognition in video via Labeled Kernel Sparse Coding and sparse L1 graph
Pattern Recognition Letters
A complete and fully automated face verification system on mobile devices
Pattern Recognition
A fast tri-factorization method for low-rank matrix recovery and completion
Pattern Recognition
Label-to-region with continuity-biased bi-layer sparsity priors
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Automatic speaker age and gender recognition using acoustic and prosodic level information fusion
Computer Speech and Language
Correlation preserved dictionary learning for sparse representation
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Letters: Enhancing sparsity via ℓp (0
Neurocomputing
Towards a dynamic expression recognition system under facial occlusion
Pattern Recognition Letters
Identification of great apes using gabor features and locality preserving projections
Proceedings of the 1st ACM international workshop on Multimedia analysis for ecological data
Two systems for automatic music genre recognition: what are they really recognizing?
Proceedings of the second international ACM workshop on Music information retrieval with user-centered and multimodal strategies
Image annotation by semantic sparse recoding of visual content
Proceedings of the 20th ACM international conference on Multimedia
Mining in-class social networks for large-scale pedagogical analysis
Proceedings of the 20th ACM international conference on Multimedia
Heterogeneous image transformation
Pattern Recognition Letters
Face illumination compensation dictionary
Neurocomputing
A unified learning framework for auto face annotation by mining web facial images
Proceedings of the 21st ACM international conference on Information and knowledge management
Collaborative neighbor representation based classification using l2-minimization approach
Pattern Recognition Letters
Image collection summarization via dictionary learning for sparse representation
Pattern Recognition
Overlapping local phase feature (OLPF) for robust face recognition in surveillance
ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
A dictionary learning approach for classification: separating the particularity and the commonality
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Accelerated large scale optimization by concomitant hashing
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Auto-grouped sparse representation for visual analysis
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Efficient misalignment-robust representation for real-time face recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Order-Preserving sparse coding for sequence classification
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Sparse coding and dictionary learning for symmetric positive definite matrices: a kernel approach
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Real-time compressive tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Segmentation over detection by coupled global and local sparse representations
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Sparse embedding: a framework for sparsity promoting dimensionality reduction
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Low-rank sparse learning for robust visual tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Separability oriented preprocessing for illumination-insensitive face recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Robust and efficient subspace segmentation via least squares regression
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Sparse patch-based label fusion for multi-atlas segmentation
MBIA'12 Proceedings of the Second international conference on Multimodal Brain Image Analysis
Robust and practical face recognition via structured sparsity
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Efficient point-to-subspace query in ℓ1 with application to robust face recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Domain adaptive dictionary learning
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Joint sparsity-based robust multimodal biometrics recognition
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Sparse discriminating neighborhood preserving embedding
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Human eyebrow recognition in the matching-recognizing framework
Computer Vision and Image Understanding
Local appearance based robust tracking via sparse representation
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Incremental face recognition: hybrid approach using short-term memory and long-term memory
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
Diagnose the premalignant pancreatic cancer using high dimensional linear machine
PRIB'12 Proceedings of the 7th IAPR international conference on Pattern Recognition in Bioinformatics
Eyeglasses removal of thermal image based on visible information
Information Fusion
Pose-robust face recognition via sparse representation
Pattern Recognition
ACM Computing Surveys (CSUR)
Supervised sparse patch coding towards misalignment-robust face recognition
Journal of Visual Communication and Image Representation
Face recognition via Weighted Sparse Representation
Journal of Visual Communication and Image Representation
Multi-pose 3D face recognition based on 2D sparse representation
Journal of Visual Communication and Image Representation
Sparse representations and distance learning for attribute based category recognition
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Weighted group sparse representation based on robust regression for face recognition
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
A survey of face hallucination
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
Structural context-aware cross media recommendation
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Multi-resolutive sparse approximations of d-dimensional data
Computer Vision and Image Understanding
A Simple Compressive Sensing Algorithm for Parallel Many-Core Architectures
Journal of Signal Processing Systems
Sparse Based Image Classification With Bag-of-Visual-Words Representations
International Journal of Software Science and Computational Intelligence
K-local hyperplane distance nearest neighbor classifier oriented local discriminant analysis
Information Sciences: an International Journal
Block covariance based l1 tracker with a subtle template dictionary
Pattern Recognition
Sparse coding based visual tracking: Review and experimental comparison
Pattern Recognition
Abnormal event detection in crowded scenes using sparse representation
Pattern Recognition
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Dimensionality reduction by low-rank embedding
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Frameworks for multimodal biometric using sparse coding
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
An improved fisher discriminant dictionary learning for video object tracking
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Interactive social group recommendation for Flickr photos
Neurocomputing
Multi-part sparse representation in random crowded scenes tracking
Pattern Recognition Letters
Robust anatomical correspondence detection by graph matching with sparsity constraint
MCV'12 Proceedings of the Second international conference on Medical Computer Vision: recognition techniques and applications in medical imaging
Randomness and sparsity induced codebook learning with application to cancer image classification
MCV'12 Proceedings of the Second international conference on Medical Computer Vision: recognition techniques and applications in medical imaging
Tag Ranking by Linear Relational Neighbourhood Propagation
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
i-Vector with sparse representation classification for speaker verification
Speech Communication
Feature extraction based on Lp-norm generalized principal component analysis
Pattern Recognition Letters
Using the idea of the sparse representation to perform coarse-to-fine face recognition
Information Sciences: an International Journal
Implicit context awareness by face recognition
Journal of Mobile Multimedia
Online semi-supervised discriminative dictionary learning for sparse representation
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Discriminative dictionary learning with pairwise constraints
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Modeling hidden topics with dual local consistency for image analysis
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Design of non-linear discriminative dictionaries for image classification
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Naive bayes image classification: beyond nearest neighbors
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Learning a context aware dictionary for sparse representation
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Sparsity sharing embedding for face verification
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Digital paparazzi: spotting celebrities in professional photo libraries
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Robust visual tracking using dynamic classifier selection with sparse representation of label noise
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Visual tracking in continuous appearance space via sparse coding
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Robust registration-based tracking by sparse representation with model update
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Manifold based sparse representation for facial understanding in natural images
Image and Vision Computing
Learning to name faces: a multimodal learning scheme for search-based face annotation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Dictionary learning based impulse noise removal via L1-L1 minimization
Signal Processing
Computers in Biology and Medicine
With one look: robust face recognition using single sample per person
Proceedings of the 21st ACM international conference on Multimedia
Robust spectral regression for face recognition
Neurocomputing
Classification approach based on non-negative least squares
Neurocomputing
The role of dictionary learning on sparse representation-based classification
Proceedings of the 6th International Conference on PErvasive Technologies Related to Assistive Environments
Feature Extraction Based on Maximum Nearest Subspace Margin Criterion
Neural Processing Letters
Biomedical time series clustering based on non-negative sparse coding and probabilistic topic model
Computer Methods and Programs in Biomedicine
Kernel-based sparse representation for gesture recognition
Pattern Recognition
A comparison of typical ℓp minimization algorithms
Neurocomputing
Nonnegative Least-Squares Methods for the Classification of High-Dimensional Biological Data
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Real-time classification via sparse representation in acoustic sensor networks
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
Robust periocular recognition by fusing local to holistic sparse representations
Proceedings of the 6th International Conference on Security of Information and Networks
Improved face recognition at a distance using light field camera & super resolution schemes
Proceedings of the 6th International Conference on Security of Information and Networks
A facial expression recognition method by fusing multiple sparse representation based classifiers
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
Letters: Two-dimensional relaxed representation
Neurocomputing
Adaptive all-season image tag ranking by saliency-driven image pre-classification
Journal of Visual Communication and Image Representation
Face verification using color sparse representation
IWDW'12 Proceedings of the 11th international conference on Digital Forensics and Watermaking
Robust and efficient iris recognition based on sparse error correction model
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
Eigenface-based sparse representation for face recognition
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Face recognition using Weber local descriptors
Neurocomputing
Embedding new observations via sparse-coding for non-linear manifold learning
Pattern Recognition
Dynamic action recognition based on dynemes and Extreme Learning Machine
Pattern Recognition Letters
Performance comparison of feature extraction algorithms for target detection and classification
Pattern Recognition Letters
Superpixel-wise semi-supervised structural sparse coding classifier for image segmentation
Engineering Applications of Artificial Intelligence
Regularized latent least square regression for cross pose face recognition
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
A Bayesian factorised covariance model for image analysis
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Low-rank coding with b-matching constraint for semi-supervised classification
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Learning descriptive visual representation by semantic regularized matrix factorization
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Toward a practical visual object recognition system
Proceedings of the Fourth Symposium on Information and Communication Technology
Learning group-based dictionaries for discriminative image representation
Pattern Recognition
An Illumination Robust Algorithm for Face Recognition Via SRC and Gradientfaces
Proceedings of the Second International Conference on Innovative Computing and Cloud Computing
Sparse Representation Shape Models
Journal of Mathematical Imaging and Vision
Automated identification of thoracolumbar vertebrae using orthogonal matching pursuit
Machine Vision and Applications
Engineering Applications of Artificial Intelligence
Face hallucination based on sparse local-pixel structure
Pattern Recognition
Editor's Choice Article: Hierarchical classification of images by sparse approximation
Image and Vision Computing
Integration of multi-feature fusion and dictionary learning for face recognition
Image and Vision Computing
Face recognition on partially occluded images using compressed sensing
Pattern Recognition Letters
Face recognition for web-scale datasets
Computer Vision and Image Understanding
Block-sparse recovery via redundant block OMP
Signal Processing
Pose-based human action recognition via sparse representation in dissimilarity space
Journal of Visual Communication and Image Representation
Double linear regressions for single labeled image per person face recognition
Pattern Recognition
Robust face recognition via occlusion dictionary learning
Pattern Recognition
Linear reconstruction measure steered nearest neighbor classification framework
Pattern Recognition
One-shot learning gesture recognition from RGB-D data using bag of features
The Journal of Machine Learning Research
SR-NBS: A fast sparse representation based N-best class selector for robust phoneme classification
Engineering Applications of Artificial Intelligence
Robust action recognition using local motion and group sparsity
Pattern Recognition
Bilinear discriminative dictionary learning for face recognition
Pattern Recognition
A Comprehensive Survey to Face Hallucination
International Journal of Computer Vision
Robust subspace discovery via relaxed rank minimization
Neural Computation
A robust elastic net approach for feature learning
Journal of Visual Communication and Image Representation
Collaborative object tracking model with local sparse representation
Journal of Visual Communication and Image Representation
Music Genre Classification Using Spectral Analysis and Sparse Representation of the Signals
Journal of Signal Processing Systems
Engineering Applications of Artificial Intelligence
Semi-supervised learning via sparse model
Neurocomputing
Classification accuracy is not enough
Journal of Intelligent Information Systems
Random subspace support vector machine ensemble for reliable face recognition
International Journal of Biometrics
Sparse tensor embedding based multispectral face recognition
Neurocomputing
Non-negative sparse decomposition based on constrained smoothed ℓ0 norm
Signal Processing
An adaptive regularization method for sparse representation
Integrated Computer-Aided Engineering
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Low-resolution face recognition: a review
The Visual Computer: International Journal of Computer Graphics
Face Recognition with Integrating Multiple Cues
Journal of Signal Processing Systems
Unsupervised images segmentation via incremental dictionary learning based sparse representation
Information Sciences: an International Journal
Novel document detection for massive data streams using distributed dictionary learning
IBM Journal of Research and Development
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We consider the problem of automatically recognizing human faces from frontal views with varying expression and illumination, as well as occlusion and disguise. We cast the recognition problem as one of classifying among multiple linear regression models and argue that new theory from sparse signal representation offers the key to addressing this problem. Based on a sparse representation computed by \ell^{1}-minimization, we propose a general classification algorithm for (image-based) object recognition. This new framework provides new insights into two crucial issues in face recognition: feature extraction and robustness to occlusion. For feature extraction, we show that if sparsity in the recognition problem is properly harnessed, the choice of features is no longer critical. What is critical, however, is whether the number of features is sufficiently large and whether the sparse representation is correctly computed. Unconventional features such as downsampled images and random projections perform just as well as conventional features such as Eigenfaces and Laplacianfaces, as long as the dimension of the feature space surpasses certain threshold, predicted by the theory of sparse representation. This framework can handle errors due to occlusion and corruption uniformly by exploiting the fact that these errors are often sparse with respect to the standard (pixel) basis. The theory of sparse representation helps predict how much occlusion the recognition algorithm can handle and how to choose the training images to maximize robustness to occlusion. We conduct extensive experiments on publicly available databases to verify the efficacy of the proposed algorithm and corroborate the above claims.