Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
Machine Learning
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Automatic Interpretation and Coding of Face Images Using Flexible Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Recognition by Elastic Bunch Graph Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Random Subspace Method for Constructing Decision Forests
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Sketch Synthesis and Recognition
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Dual-space linear discriminant analysis for face recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Random Sampling for Subspace Face Recognition
International Journal of Computer Vision
Ensemble learning for independent component analysis
Pattern Recognition
Image covariance-based subspace method for face recognition
Pattern Recognition
Boosted manifold principal angles for image set-based recognition
Pattern Recognition
Face recognition using spectral features
Pattern Recognition
Discriminative Learning and Recognition of Image Set Classes Using Canonical Correlations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Random subspace for an improved BioHashing for face authentication
Pattern Recognition Letters
Locality sensitive semi-supervised feature selection
Neurocomputing
Semi-random subspace method for face recognition
Image and Vision Computing
Actively exploring creation of face space(s) for improved face recognition
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Fast algorithm for updating the discriminant vectors of dual-space LDA
IEEE Transactions on Information Forensics and Security
Evolutionary ensemble based pattern recognition by data context definition
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Incremental two-dimensional linear discriminant analysis with applications to face recognition
Journal of Network and Computer Applications
Face recognition using gender information
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Dual-space linear discriminant analysis for face recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Pattern recognition using evolutionary classifier and feature selection
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Common image method(null space + 2DPCAs) for face recognition
ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
Face recognition based on local steerable feature and random subspace LDA
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Ensemble LDA for face recognition
ICB'06 Proceedings of the 2006 international conference on Advances in Biometrics
Feature extraction and evolution based pattern recognition
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
Designing multiple classifier systems for face recognition
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Face recognition with the multiple constrained mutual subspace method
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Recent advances in subspace analysis for face recognition
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Coupling adaboost and random subspace for diversified fisher linear discriminant
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
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
Multilinear nonparametric feature analysis
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Neighborhood random classification
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
How does aging affect facial components?
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Semi-random subspace method for writeprint identification
Neurocomputing
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Linear Discriminant Analysis (LDA) is a popular feature extraction technique for face recognition. However, It often suffers from the small sample size problem when dealing with the high dimensional face data. Fisherface and Null Space LDA (N-LDA) are two conventional approaches to address this problem. But in many cases, these LDA classifiers are overfitted to the training set and discard some useful discriminative information. In this paper, by analyzing different overfitting problems for the two kinds of LDA classifiers, we propose an approach using random subspace and bagging to improve them respectively. By random sampling on feature vector and training samples, multiple stabilized Fisherface and N-LDA classifiers are constructed. The two kinds of complementary classifiers are integrated using a fusion rule, so nearly all the discriminative information are preserved. We also apply this approach to the integration of multiple features. A robust face recognition system integrating shape, texture and Gabor responses is finally developed.