Dynamic training using multistage clustering for face recognition

Authors:
Marios Kyperountas;Anastasios Tefas;Ioannis Pitas
Affiliations:
Department of Informatics, Artificial Intelligence and Information Analysis Laboratory, Aristotle University of Thessaloniki, Box 451, 54006 Thessaloniki, Greece;Department of Informatics, Artificial Intelligence and Information Analysis Laboratory, Aristotle University of Thessaloniki, Box 451, 54006 Thessaloniki, Greece and Department of Information Mana ...;Department of Informatics, Artificial Intelligence and Information Analysis Laboratory, Aristotle University of Thessaloniki, Box 451, 54006 Thessaloniki, Greece
Venue:
Pattern Recognition
Year:
2008

Citing 26
Cited 5

A Theory for Multiresolution Signal Decomposition: The Wavelet Representation

IEEE Transactions on Pattern Analysis and Machine Intelligence
Ten lectures on wavelets

Ten lectures on wavelets
Frequency-Based Nonrigid Motion Analysis: Application to Four Dimensional Medical Images

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
Hierarchical Discriminant Analysis for Image Retrieval

IEEE Transactions on Pattern Analysis and Machine Intelligence
The FERET Evaluation Methodology for Face-Recognition Algorithms

IEEE Transactions on Pattern Analysis and Machine Intelligence
Discriminant Waveletfaces and Nearest Feature Classifiers for Face Recognition

IEEE Transactions on Pattern Analysis and Machine Intelligence
Kernel Eigenfaces vs. Kernel Fisherfaces: Face Recognition Using Kernel Methods

FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Using Hidden Markov Models and Wavelets for Face Recognition

ICIAP '03 Proceedings of the 12th International Conference on Image Analysis and Processing
Face Recognition Committee Machines: Dynamic vs Static Structures

ICIAP '03 Proceedings of the 12th International Conference on Image Analysis and Processing
Two-Dimensional PCA: A New Approach to Appearance-Based Face Representation and Recognition

IEEE Transactions on Pattern Analysis and Machine Intelligence
Bayesian face recognition using Gabor features

WBMA '03 Proceedings of the 2003 ACM SIGMM workshop on Biometrics methods and applications
Entropy-Based Measures for Clustering and SOM Topology Preservation Applied to Content-Based Image Indexing and Retrieval

ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 2 - Volume 02
A Hybrid Face Recognition Method using Markov Random Fields

ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 3 - Volume 03
Personalized Face Verification System Using Owner-Specific Cluster-Dependent LDA-Subspace

ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
A Novel Kernel Method for Clustering

IEEE Transactions on Pattern Analysis and Machine Intelligence
Regularization studies of linear discriminant analysis in small sample size scenarios with application to face recognition

Pattern Recognition Letters
Eigenfaces for recognition

Journal of Cognitive Neuroscience
Bayesian face recognition using support vector machine and face clustering

CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Nearest neighbor pattern classification

IEEE Transactions on Information Theory
Gabor feature based classification using the enhanced fisher linear discriminant model for face recognition

IEEE Transactions on Image Processing
Face recognition using the nearest feature line method

IEEE Transactions on Neural Networks
Face recognition with radial basis function (RBF) neural networks

IEEE Transactions on Neural Networks
Face recognition using kernel direct discriminant analysis algorithms

IEEE Transactions on Neural Networks
Face recognition by applying wavelet subband representation and kernel associative memory

IEEE Transactions on Neural Networks
Weighted Piecewise LDA for Solving the Small Sample Size Problem in Face Verification

IEEE Transactions on Neural Networks

Salient feature and reliable classifier selection for facial expression classification

Pattern Recognition
Methodological improvement on local Gabor face recognition based on feature selection and enhanced Borda count

Pattern Recognition
2011 Special Issue: Improving subspace learning for facial expression recognition using person dependent and geometrically enriched training sets

Neural Networks
Facial expressions analysis based on cooperative neuro-computing interactions

IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Dynamic action recognition based on dynemes and Extreme Learning Machine

Pattern Recognition Letters

Quantified Score

Hi-index	0.01

Visualization

Abstract

A novel face recognition algorithm that uses dynamic training in a multistage clustering scheme is presented and evaluated. This algorithm uses discriminant analysis to project the face classes and a clustering algorithm to partition the projected face data, thus forming a set of discriminant clusters. Then, an iterative process creates subsets, whose cardinality is defined by an entropy-based measure, that contain the most useful clusters. The best match to the test face is found when only a single face class is retained. This method was tested on the ORL, XM2VTS and FERET face databases, whereas the UMIST database was used in order to train the proposed algorithm. Experimental results indicate that the proposed framework provides a promising solution to the face recognition problem.