Regularized discriminant analysis for the small sample size problem in face recognition
Pattern Recognition Letters
Discriminative Common Vectors for Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recent advances in visual and infrared face recognition: a review
Computer Vision and Image Understanding
Deterioration of visual information in face classification using Eigenfaces and Fisherfaces
Machine Vision and Applications
Robust adaptive modified Newton algorithm for generalized eigendecomposition and its application
EURASIP Journal on Advances in Signal Processing
A Gradient Linear Discriminant Analysis for Small Sample Sized Problem
Neural Processing Letters
Face recognition based on ordinal correlation
International Journal of Intelligent Systems Technologies and Applications
Complete discriminant evaluation and feature extraction in kernel space for face recognition
Machine Vision and Applications
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
Identity Management in Face Recognition Systems
Biometrics and Identity Management
Pose Invariant Face Recognition Based on Hybrid Dominant Frequency Features
IEICE - Transactions on Information and Systems
Resource optimization in distributed biometric recognition using wireless sensor network
Multidimensional Systems and Signal Processing
Classification in data mining for face images using neuro:genetic approaches
International Journal of Artificial Intelligence and Soft Computing
Enhanced direct linear discriminant analysis for feature extraction on high dimensional data
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
IEEE Transactions on Neural Networks
IEEE Transactions on Neural Networks
A Hierarchical Face Recognition Algorithm
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
Generalized discriminant analysis: a matrix exponential approach
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A novel multi-stage classifier for face recognition
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
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
Symbolic kernel fisher discriminant method with a new RBF kernel function for face recognition
Machine Graphics & Vision International Journal
Radar target recognition based on KLLE and a KNRD classifier
WSEAS Transactions on Signal Processing
Free form face recognition using kernel sparse representation
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
A new face database and evaluation of face recognition techniques
ICS'10 Proceedings of the 14th WSEAS international conference on Systems: part of the 14th WSEAS CSCC multiconference - Volume II
Entropy-based iterative face classification
BioID'11 Proceedings of the COST 2101 European conference on Biometrics and ID management
Evaluation of SVM classification of avatar facial recognition
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part III
An improvement in feature feedback using R-LDA with application to Yale database
ICHIT'11 Proceedings of the 5th international conference on Convergence and hybrid information technology
ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
Extending kernel fisher discriminant analysis with the weighted pairwise chernoff criterion
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
ACII'05 Proceedings of the First international conference on Affective Computing and Intelligent Interaction
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
A novel fisher criterion based St-subspace linear discriminant method for face recognition
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Robustness analysis of eleven linear classifiers in extremely high–dimensional feature spaces
ANNPR'10 Proceedings of the 4th IAPR TC3 conference on Artificial Neural Networks in Pattern Recognition
Post-processing on LDA's discriminant vectors for facial feature extraction
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Eigenspectra versus eigenfaces: classification with a kernel-based nonlinear representor
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
A comparative study of skin-color models
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
Face recognition – combine generic and specific solutions
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
A fast method of lighting estimate using multi-linear algebra
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in 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
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Feature extraction via balanced average neighborhood margin maximization
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Real-time fault detection in manufacturing environments using face recognition techniques
Journal of Intelligent Manufacturing
Fusion of bidirectional image matrices and 2D-LDA: an efficient approach for face recognition
Proceedings of the Third Symposium on Information and Communication Technology
A 3D face recognition algorithm using histogram-based features
EG 3DOR'08 Proceedings of the 1st Eurographics conference on 3D Object Retrieval
Incorporating linear discriminant analysis in neural tree for multidimensional splitting
Applied Soft Computing
Dynamic action recognition based on dynemes and Extreme Learning Machine
Pattern Recognition Letters
Similar handwritten Chinese character recognition by kernel discriminative locality alignment
Pattern Recognition Letters
Double linear regressions for single labeled image per person face recognition
Pattern Recognition
Facial-feature detection and localization based on a hierarchical scheme
Information Sciences: an International Journal
| Hi-index | 0.00 |
Low-dimensional feature representation with enhanced discriminatory power is of paramount importance to face recognition (FR) systems. Most of traditional linear discriminant analysis (LDA)-based methods suffer from the disadvantage that their optimality criteria are not directly related to the classification ability of the obtained feature representation. Moreover, their classification accuracy is affected by the "small sample size" (SSS) problem which is often encountered in FR tasks. In this paper, we propose a new algorithm that deals with both of the shortcomings in an efficient and cost effective manner. The proposed method is compared, in terms of classification accuracy, to other commonly used FR methods on two face databases. Results indicate that the performance of the proposed method is overall superior to those of traditional FR approaches, such as the eigenfaces, fisherfaces, and D-LDA methods.