Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
Face recognition: the problem of compensating for changes in illumination direction
ECCV '94 Proceedings of the third European conference on Computer vision (vol. 1)
Using Discriminant Eigenfeatures for Image Retrieval
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
The FERET Evaluation Methodology for Face-Recognition Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Principal Manifolds and Probabilistic Subspaces for Visual Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Empirical Performance Analysis of Linear Discriminant Classifiers
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Probabilistic Reasoning Models for Face Recognition
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Unified Subspace Analysis for Face Recognition
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Bayesian face recognition using Gabor features
WBMA '03 Proceedings of the 2003 ACM SIGMM workshop on Biometrics methods and applications
IEEE Transactions on Image Processing
Random Sampling for Subspace Face Recognition
International Journal of Computer Vision
On solving the face recognition problem with one training sample per subject
Pattern Recognition
Image covariance-based subspace method for face recognition
Pattern Recognition
EasyAlbum: an interactive photo annotation system based on face clustering and re-ranking
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
A discriminant analysis using composite features for classification problems
Pattern Recognition
A comparative study of Minimax Probability Machine-based approaches for face recognition
Pattern Recognition Letters
Unobtrusive multimodal biometric authentication: the HUMABIO project concept
EURASIP Journal on Advances in Signal Processing
A novel class-dependence feature analysis method for face recognition
Pattern Recognition Letters
Easytoon: an easy and quick tool to personalize a cartoon storyboard using family photo album
MM '08 Proceedings of the 16th ACM international conference on Multimedia
3D Face Recognition by Local Shape Difference Boosting
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Tensor linear Laplacian discrimination (TLLD) for feature extraction
Pattern Recognition
Audio-guided video-based face recognition
IEEE Transactions on Circuits and Systems for Video Technology
Fast algorithm for updating the discriminant vectors of dual-space LDA
IEEE Transactions on Information Forensics and Security
Color face recognition for degraded face images
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Evolutionary discriminant feature extraction with application to face recognition
EURASIP Journal on Advances in Signal Processing - Special issue on recent advances in biometric systems: a signal processing perspective
Laplacian Discriminant Projection Based on Affinity Propagation
AICI '09 Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence
Face recognition using discriminant locality preserving projections
Image and Vision Computing
A unified framework for improving the accuracy of all holistic face identification algorithms
Artificial Intelligence Review
Biometric template protection in multimodal authentication systems based on error correcting codes
Journal of Computer Security - EU-Funded ICT Research on Trust and Security
Emulating biological strategies for uncontrolled face recognition
Pattern Recognition
Prediction of eigenvalues and regularization of eigenfeatures for human face verification
Pattern Recognition Letters
Evolutionary ensemble based pattern recognition by data context definition
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
The face recognition algorithm based on offset difference of double subspace
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Misalignment-robust face recognition
IEEE Transactions on Image Processing
Face recognition using Intrinsicfaces
Pattern Recognition
Exemplar based Laplacian Discriminant Projection
Expert Systems with Applications: An International Journal
Blind quantitative steganalysis based on feature fusion and gradient boosting
IWDW'10 Proceedings of the 9th international conference on Digital watermarking
Face recognition based on the multi-scale local image structures
Pattern Recognition
Recognizing face or object from a single image: linear vs. kernel methods on 2d patterns
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Pattern recognition using evolutionary classifier and feature selection
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Partial relevance in interactive facial image retrieval
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
Conditional infomax learning: an integrated framework for feature extraction and fusion
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Inter-modality face recognition
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Cascade of fusion for adaptive classifier combination using context-awareness
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Gabor-Eigen-Whiten-Cosine: a robust scheme for face recognition
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Regularization of LDA for face recognition: a post-processing approach
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Kernel discriminant analysis for regression problems
Pattern Recognition
Feature extraction and evolution based pattern recognition
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
Robust face recognition from one training sample per person
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Fast calculation for fisher criteria in small sample size problem
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Feature extraction using a fast null space based linear discriminant analysis algorithm
Information Sciences: an International Journal
Adaptive classifier selection on hierarchical context modeling for robust vision systems
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Trace quotient problems revisited
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Spatio-temporal embedding for statistical face recognition from video
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Feature extraction via balanced average neighborhood margin maximization
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Exemplar based laplacian discriminant projection
ICSI'10 Proceedings of the First international conference on Advances in Swarm Intelligence - Volume Part II
Survey: Subspace methods for face recognition
Computer Science Review
Face recognition based on combination of human perception and local binary pattern
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Face photo retrieval by sketch example
Proceedings of the 20th ACM international conference on Multimedia
Bayesian face revisited: a joint formulation
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Robust spectral regression for face recognition
Neurocomputing
Automated identification of thoracolumbar vertebrae using orthogonal matching pursuit
Machine Vision and Applications
Retrieval of high-dimensional visual data: current state, trends and challenges ahead
Multimedia Tools and Applications
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PCA, LDA, and Bayesian analysis are the three most representative subspace face recognition approaches. In this paper, we show that they can be unified under the same framework. We first model face difference with three components: intrinsic difference, transformation difference, and noise. A unified framework is then constructed by using this face difference model and a detailed subspace analysis on the three components. We explain the inherent relationship among different subspace methods and their unique contributions to the extraction of discriminating information from the face difference. Based on the framework, a unified subspace analysis method is developed using PCA, Bayes, and LDA as three steps. A 3D parameter space is constructed using the three subspace dimensions as axes. Searching through this parameter space, we achieve better recognition performance than standard subspace methods.