The nature of statistical learning theory
The nature of statistical learning theory
Using Discriminant Eigenfeatures for Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face and Gesture Recognition: Overview
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
IEEE Transactions on Pattern Analysis and Machine Intelligence
LAPACK Users' guide (third ed.)
LAPACK Users' guide (third ed.)
Automatic Classification of Single Facial Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
Evolutionary Pursuit and Its Application to Face Recognition
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
Two Variations on Fisher's Linear Discriminant for Pattern Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Neural Networks: A Comprehensive Foundation
Neural Networks: A Comprehensive Foundation
Digital Image Processing
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
Distortion Invariant Object Recognition in the Dynamic Link Architecture
IEEE Transactions on Computers
Multilinear Analysis of Image Ensembles: TensorFaces
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Classifying Facial Attributes Using a 2-D Gabor Wavelet and Discriminant Analysis
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
Meta-Analysis of Face Recognition Algorithms
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
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
Face recognition: A literature survey
ACM Computing Surveys (CSUR)
Gabor-Based Kernel PCA with Fractional Power Polynomial Models for Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
A modified algorithm for generalized discriminant analysis
Neural Computation
A Survey Of Approaches To Three-Dimensional Face Recognition
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 1 - Volume 01
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 2 - Volume 02
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
SIAM Journal on Matrix Analysis and Applications
Generalized Discriminant Analysis Using a Kernel Approach
Neural Computation
Enhanced independent component analysis and its application to content based face image retrieval
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A Bayesian discriminating features method for face detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
An optimization criterion for generalized discriminant analysis on undersampled problems
IEEE Transactions on Pattern Analysis and Machine Intelligence
Generalizing discriminant analysis using the generalized singular value decomposition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Matching pursuit filters applied to face identification
IEEE Transactions on Image Processing
Robust coding schemes for indexing and retrieval from large face databases
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
The Bayes Decision Rule Induced Similarity Measures
IEEE Transactions on Pattern Analysis and Machine Intelligence
Simplified Gabor wavelets for human face recognition
Pattern Recognition
Fusion of the complementary Discrete Cosine Features in the YIQ color space for face recognition
Computer Vision and Image Understanding
Factors that influence algorithm performance in the Face Recognition Grand Challenge
Computer Vision and Image Understanding
Fusion of color spaces for ear authentication
Pattern Recognition
Tensor linear Laplacian discrimination (TLLD) for feature extraction
Pattern Recognition
Covariance estimation in full- and reduced-dimensionality image classification
Image and Vision Computing
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
A novel kernel-based maximum a posteriori classification method
Neural Networks
Short Communication: Face recognition using message passing based clustering method
Journal of Visual Communication and Image Representation
Audio-guided video-based face recognition
IEEE Transactions on Circuits and Systems for Video Technology
Face recognition under occlusions and variant expressions with partial similarity
IEEE Transactions on Information Forensics and Security
Hierarchical ensemble of global and local classifiers for face recognition
IEEE Transactions on Image Processing
Novel multiclass classifiers based on the minimization of the within-class variance
IEEE Transactions on Neural Networks
IEEE Transactions on Neural Networks
ICA color space for pattern recognition
IEEE Transactions on Neural Networks
3D face recognition with sparse spherical representations
Pattern Recognition
Laplacian Discriminant Projection Based on Affinity Propagation
AICI '09 Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence
Face recognition method by using large and representative datasets
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Recent advances in face biometrics with Gabor wavelets: A review
Pattern Recognition Letters
A meta-analysis of face recognition covariates
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Emulating biological strategies for uncontrolled face recognition
Pattern Recognition
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
A discriminated correlation classifier for face recognition
Proceedings of the 2010 ACM Symposium on Applied Computing
Enhanced local texture feature sets for face recognition under difficult lighting conditions
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Fusing Gabor and LBP feature sets for kernel-based face recognition
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Improving face recognition by combination of natural and Gabor faces
Pattern Recognition Letters
Enhanced local texture feature sets for face recognition under difficult lighting conditions
IEEE Transactions on Image Processing
Fusing local patterns of gabor magnitude and phase for face recognition
IEEE Transactions on Image Processing
Exemplar based Laplacian Discriminant Projection
Expert Systems with Applications: An International Journal
Local Kernel Feature Analysis (LKFA) for object recognition
Neurocomputing
An evaluation of video-to-video face verification
IEEE Transactions on Information Forensics and Security
New colour SIFT descriptors for image classification with applications to biometrics
International Journal of Biometrics
The complete gabor-fisher classifier for robust face recognition
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
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
Extracting discriminative color features for face recognition
Pattern Recognition Letters
Iris recognition based on robust iris segmentation and image enhancement
International Journal of Biometrics
Gabor feature based classification using LDA/QZ algorithm for face recognition
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Fusing individual algorithms and humans improves face recognition accuracy
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part II
Exemplar based laplacian discriminant projection
ICSI'10 Proceedings of the First international conference on Advances in Swarm Intelligence - Volume Part II
Feature Extraction Using a Complete Kernel Extension of Supervised Graph Embedding
Neural Processing Letters
Fast multi-scale local phase quantization histogram for face recognition
Pattern Recognition Letters
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Novel color Gabor-LBP-PHOG (GLP) descriptors for object and scene image classification
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Kernel sparse locality preserving canonical correlation analysis for multi-modal feature extraction
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
Kernel based enhanced maximum margin criterion for feature extraction
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
Face recognition with multi-scale block local ternary patterns
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Fusing magnitude and phase features for robust face recognition
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Introduction to face recognition and evaluation of algorithm performance
Computational Statistics & Data Analysis
Discriminant analysis and similarity measure
Pattern Recognition
Multi-resolution feature fusion for face recognition
Pattern Recognition
New color GPHOG descriptors for object and scene image classification
Machine Vision and Applications
Hi-index | 0.15 |
This paper presents a novel pattern recognition framework by capitalizing on dimensionality increasing techniques. In particular, the framework integrates Gabor image representation, a novel multiclass Kernel Fisher Analysis (KFA) method, and fractional power polynomial models for improving pattern recognition performance. Gabor image representation, which increases dimensionality by incorporating Gabor filters with different scales and orientations, is characterized by spatial frequency, spatial locality, and orientational selectivity for coping with image variabilities such as illumination variations. The KFA method first performs nonlinear mapping from the input space to a high-dimensional feature space, and then implements the multiclass Fisher discriminant analysis in the feature space. The significance of the nonlinear mapping is that it increases the discriminating power of the KFA method, which is linear in the feature space but nonlinear in the input space. The novelty of the KFA method comes from the fact that 1) it extends the two-class kernel Fisher methods by addressing multiclass pattern classification problems and 2) it improves upon the traditional Generalized Discriminant Analysis (GDA) method by deriving a unique solution (compared to the GDA solution, which is not unique). The fractional power polynomial models further improve performance of the proposed pattern recognition framework. Experiments on face recognition using both the FERET database and the FRGC (Face Recognition Grand Challenge) databases show the feasibility of the proposed framework. In particular, experimental results using the FERET database show that the KFA method performs better than the GDA method and the fractional power polynomial models help both the KFA method and the GDA method improve their face recognition performance. Experimental results using the FRGC databases show that the proposed pattern recognition framework improves face recognition performance upon the BEE baseline algorithm and the LDA-based baseline algorithm by large margins.