Algebraic feature extraction of image for recognition
Pattern Recognition
Small Sample Size Effects in Statistical Pattern Recognition: Recommendations for Practitioners
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Matching Using Deformable Templates
IEEE Transactions on Pattern Analysis and Machine Intelligence
Using Discriminant Eigenfeatures for Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image Representation Using 2D Gabor Wavelets
IEEE Transactions on Pattern Analysis and Machine Intelligence
Self-organizing maps
Face and Gesture Recognition: Overview
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic Visual Learning for Object Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Recognition by Elastic Bunch Graph Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
Neural Network-Based Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
An Analytic-to-Holistic Approach for Face Recognition Based on a Single Frontal View
IEEE Transactions on Pattern Analysis and Machine Intelligence
Synthesis of Novel Views from a Single Face Image
International Journal of Computer Vision
Learning to learn: introduction and overview
Learning to learn
Two- and three-dimensional patterns of the face
Two- and three-dimensional patterns of the face
How Should We RepresentFaces for Automatic Recognition?
IEEE Transactions on Pattern Analysis and Machine Intelligence
Support vector machines applied to face recognition
Proceedings of the 1998 conference on Advances in neural information processing systems II
The FERET Evaluation Methodology for Face-Recognition Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Evolutionary Pursuit and Its Application to Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Classification with Nonmetric Distances: Image Retrieval and Class Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Automatic Analysis of Facial Expressions: The State of the Art
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
From Few to Many: Illumination Cone Models for Face Recognition under Variable Lighting and Pose
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Detecting Faces in Images: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Ensembling neural networks: many could be better than all
Artificial Intelligence
Distortion Invariant Object Recognition in the Dynamic Link Architecture
IEEE Transactions on Computers
Face Recognition: Features Versus Templates
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face recognition with one training image per person
Pattern Recognition Letters
Reconstruction of Partially Damaged Face Images Based on a Morphable Face Model
IEEE Transactions on Pattern Analysis and Machine Intelligence
Improving Pattern Recognition Using Several Feature Vectors
MICAI '02 Proceedings of the Second Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Sparse Representations for Image Decomposition with Occlusions
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Illumination Cones for Recognition under Variable Lighting: Faces
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
MVIEW '99 Proceedings of the IEEE Workshop on Multi-View Modeling & Analysis of Visual Scenes
Rule-based face detection in frontal views
ICASSP '97 Proceedings of the 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '97) -Volume 4 - Volume 4
Meta-Analysis of Face Recognition Algorithms
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
The CMU Pose, Illumination, and Expression (PIE) Database
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Recognition and Structure from one 2D Model View: Observations on Prototypes, Object Classes and Symmetries
Component-based LDA Method for Face Recognition with One Training Sample
AMFG '03 Proceedings of the IEEE International Workshop on Analysis and Modeling of Faces and Gestures
Unified Subspace Analysis for Face Recognition
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Two-Dimensional PCA: A New Approach to Appearance-Based Face Representation and Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face recognition: A literature survey
ACM Computing Surveys (CSUR)
Automatic Eyeglasses Removal from Face Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Enhanced (PC)2 A for face recognition with one training image per person
Pattern Recognition Letters
Enhancements for Local Feature Based Image Classification
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 1 - Volume 01
Recognizing Frontal Face Images Using Hidden Markov Models with One Training Image per Person
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 1 - Volume 01
Face Recognition Using Laplacianfaces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Overview of the Face Recognition Grand Challenge
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
IEEE Transactions on Pattern Analysis and Machine Intelligence
Journal of Cognitive Neuroscience
Robust visual similarity retrieval in single model face databases
Pattern Recognition
Selecting discriminant eigenfaces for face recognition
Pattern Recognition Letters
Component-based face recognition with 3D morphable models
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Authenticating corrupted face image based on noise model
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Recognizing expression variant faces from a single sample image per class
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Feature selection for high dimensional face image using self-organizing maps
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Face recognition using the nearest feature line method
IEEE Transactions on Neural Networks
Face recognition using kernel direct discriminant analysis algorithms
IEEE Transactions on Neural Networks
IEEE Transactions on Neural Networks
Adaptive learning method in self-organizing map for edge preserving vector quantization
IEEE Transactions on Neural Networks
Classification of face images using local iterated function systems
Machine Vision and Applications
Computer Vision and Image Understanding
Teacher-Directed Learning with Mixture of Experts for View-Independent Face Recognition
SOFSEM '07 Proceedings of the 33rd conference on Current Trends in Theory and Practice of Computer Science
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
Decision fusion based on voting scheme for IR and visible face recognition
Machine Graphics & Vision International Journal
Semi-random subspace method for face recognition
Image and Vision Computing
Face Recognition Based on Histogram of Modular Gabor Feature and Support Vector Machines
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
Face Image Recognition Combining Holistic and Local Features
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
Optimization of a training set for more robust face detection
Pattern Recognition
Face recognition across pose: A review
Pattern Recognition
Recognition of faces in unconstrained environments: a comparative study
EURASIP Journal on Advances in Signal Processing - Special issue on recent advances in biometric systems: a signal processing perspective
Median MSD-based method for face recognition
Neurocomputing
On Improving the Efficiency of Eigenface Using a Novel Facial Feature Localization
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Face recognition under occlusions and variant expressions with partial similarity
IEEE Transactions on Information Forensics and Security
Image and Vision Computing
Sparsity preserving discriminant analysis for single training image face recognition
Pattern Recognition Letters
Local feature hashing for face recognition
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Towards 3D-aided profile-based face recognition
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Interesting faces: A graph-based approach for finding people in news
Pattern Recognition
View-based eigenspaces with mixture of experts for view-independent face recognition
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Single image subspace for face recognition
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Eye correction using correlation information
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Face virtual pose generation using aligned locally linear regression for face recognition
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A robust and scalable approach to face identification
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
On the results of the first mobile biometry (MOBIO) face and speaker verification evaluation
ICPR'10 Proceedings of the 20th International conference on Recognizing patterns in signals, speech, images, and videos
A new framework for small sample size face recognition based on weighted multiple decision templates
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - 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
SCface --- surveillance cameras face database
Multimedia Tools and Applications
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Computer Vision and Image Understanding
Face recognition based on the multi-scale local image structures
Pattern Recognition
Applying biometric principles to avatar recognition
Transactions on computational science XII
Profile-based 3D-aided face recognition
Pattern Recognition
Adaptively weighted subpattern-based isometric projection for face recognition
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
ACS'11 Proceedings of the 11th WSEAS international conference on Applied computer science
An hybrid system for continuous learning
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
Journal of Intelligent and Robotic Systems
Directed enumeration method in image recognition
Pattern Recognition
How to select and customize object recognition approaches for an application?
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Pixel selection based on discriminant features with application to face recognition
Pattern Recognition Letters
Survey: Subspace methods for face recognition
Computer Science Review
SVDD-based illumination compensation for face recognition
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Real-time face detection and recognition on LEGO mindstorms NXT robot
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Template co-update in multimodal biometric systems
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Mining in-class social networks for large-scale pedagogical analysis
Proceedings of the 20th ACM international conference on Multimedia
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
An open source framework for standardized comparisons of face recognition algorithms
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Local Linear Regression on Hybrid Eigenfaces for Pose Invariant Face Recognition
International Journal of Computer Vision and Image Processing
Role-based identity recognition for TV broadcasts
Multimedia Tools and Applications
Adaptive discriminant learning for face recognition
Pattern Recognition
Statistical framework for facial pose classification
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
Local descriptors in application to the aging problem in face recognition
Pattern Recognition
Selective generation of Gabor features for fast face recognition on mobile devices
Pattern Recognition Letters
Pose invariant face recognition using biological inspired features based on ensemble of classifiers
Journal of Visual Communication and Image Representation
Single sample face recognition based on DCT and local gabor binary pattern histogram
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
Face recognition in low resolution thermal images
Computer Vision and Image Understanding
Multi-local model image set matching based on domain description
Pattern Recognition
Double linear regressions for single labeled image per person face recognition
Pattern Recognition
Local maximal margin discriminant embedding for face recognition
Journal of Visual Communication and Image Representation
Selection of discriminative sub-regions for palmprint recognition
Multimedia Tools and Applications
An SVM-AdaBoost facial expression recognition system
Applied Intelligence
Boosted Pre-loaded Mixture of Experts for low-resolution face recognition
International Journal of Hybrid Intelligent Systems
Low-resolution face recognition: a review
The Visual Computer: International Journal of Computer Graphics
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One of the main challenges faced by the current face recognition techniques lies in the difficulties of collecting samples. Fewer samples per person mean less laborious effort for collecting them, lower cost for storing and processing them. Unfortunately, many reported face recognition techniques rely heavily on the size and representative of training set, and most of them will suffer serious performance drop or even fail to work if only one training sample per person is available to the systems. This situation is called ''one sample per person'' problem: given a stored database of faces, the goal is to identify a person from the database later in time in any different and unpredictable poses, lighting, etc. from just one image. Such a task is very challenging for most current algorithms due to the extremely limited representative of training sample. Numerous techniques have been developed to attack this problem, and the purpose of this paper is to categorize and evaluate these algorithms. The prominent algorithms are described and critically analyzed. Relevant issues such as data collection, the influence of the small sample size, and system evaluation are discussed, and several promising directions for future research are also proposed in this paper.