Practical methods of optimization; (2nd ed.)
Practical methods of optimization; (2nd ed.)
Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pattern recognition: statistical, structural and neural approaches
Pattern recognition: statistical, structural and neural approaches
The nature of statistical learning theory
The nature of statistical learning theory
Machine Learning
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
An Algorithm for the Learning of Weights in Discrimination Functions Using a Priori Constraints
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Recognition Robust Under Translations, Deformations, and Changes in Background
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Recognition by Elastic Bunch Graph Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image-based multimodal face authentication
Signal Processing
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Distortion Invariant Object Recognition in the Dynamic Link Architecture
IEEE Transactions on Computers
Discriminant Analysis for Recognition of Human Face Images (Invited Paper)
AVBPA '97 Proceedings of the First International Conference on Audio- and Video-Based Biometric Person Authentication
The M2VTS Multimodal Face Database (Release 1.00)
AVBPA '97 Proceedings of the First International Conference on Audio- and Video-Based Biometric Person Authentication
Rule-based face detection in frontal views
ICASSP '97 Proceedings of the 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '97) -Volume 4 - Volume 4
Support Vector Machines: Training and Applications
Support Vector Machines: Training and Applications
Comparing support vector machines with Gaussian kernels to radialbasis function classifiers
IEEE Transactions on Signal Processing
Frontal face authentication using discriminating grids withmorphological feature vectors
IEEE Transactions on Multimedia
Matching pursuit filters applied to face identification
IEEE Transactions on Image Processing
Face authentication with Gabor information on deformable graphs
IEEE Transactions on Image Processing
Frontal face authentication using morphological elastic graph matching
IEEE Transactions on Image Processing
A Multi-View Facial Analysis Technique for Identity Authentication
IEEE Pervasive Computing
Identification of Diatoms by Grid Graph Matching
Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Face Detection Based on Support Vector Machines
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Applications of Support Vector Machines for Pattern Recognition: A Survey
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Use of depth and colour eigenfaces for face recognition
Pattern Recognition Letters
Face recognition with Multilevel B-Splines and Support Vector Machines
WBMA '03 Proceedings of the 2003 ACM SIGMM workshop on Biometrics methods and applications
Recent advances in visual and infrared face recognition: a review
Computer Vision and Image Understanding
Real time face authentication system using autoassociative neural network models
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
FS_SFS: A novel feature selection method for support vector machines
Pattern Recognition
Weighted Sub-Gabor for face recognition
Pattern Recognition Letters
Learning the best subset of local features for face recognition
Pattern Recognition
Generalized elastic graph matching for face recognition
Pattern Recognition Letters
A support vector machine-based dynamic network for visual speech recognition applications
EURASIP Journal on Applied Signal Processing
A probabilistic model for face transformation with application to person identification
EURASIP Journal on Applied Signal Processing
A comparative study of Minimax Probability Machine-based approaches for face recognition
Pattern Recognition Letters
Multimodal person authentication using speech, face and visual speech
Computer Vision and Image Understanding
A New Unsupervised Approach to Face Recognition
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Real time face and mouth recognition using radial basis function neural networks
Expert Systems with Applications: An International Journal
Identity Management in Face Recognition Systems
Biometrics and Identity Management
Gabor feature constrained statistical model for efficient landmark localization and face recognition
Pattern Recognition Letters
Use of random time-intervals (RTIs) generation for biometric verification
Pattern Recognition
Pose-Invariant Face Matching Using MRF Energy Minimization Framework
EMMCVPR '09 Proceedings of the 7th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Novel multiclass classifiers based on the minimization of the within-class variance
IEEE Transactions on Neural Networks
Frontal view recognition in multiview video sequences
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Theoretical analysis and experimental comparison of graph matching algorithms for database filtering
GbRPR'03 Proceedings of the 4th IAPR international conference on Graph based representations in pattern recognition
2D-to-3D integrated face reconstruction for face recognition
ISCIT'09 Proceedings of the 9th international conference on Communications and information technologies
A model-based facial expression recognition algorithm using principal components analysis
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Automatic aurora images classification algorithm based on separated texture
ROBIO'09 Proceedings of the 2009 international conference on Robotics and biomimetics
Improved natural language learning via variance-regularization support vector machines
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Fovea intensity comparison code for person identification and verification
Engineering Applications of Artificial Intelligence
An integrated aurora image retrieval system: AuroraEye
Journal of Visual Communication and Image Representation
Improving the robustness of subspace learning techniques for facial expression recognition
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part I
A highly robust approach face recognition using hausdorff-trace transformation
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Face authentication using the trace transform
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Color space for face authentication using enhanced fisher linear discriminant model (EFM)
AEE'06 Proceedings of the 5th WSEAS international conference on Applications of electrical engineering
Face authentication using enhanced fisher linear discriminant model (EFM)
CIMMACS'05 Proceedings of the 4th WSEAS international conference on Computational intelligence, man-machine systems and cybernetics
Computer Vision and Image Understanding
Matrix pattern based minimum within-class scatter support vector machines
Applied Soft Computing
Class-specific discriminant non-negative matrix factorization for frontal face verification
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
Generic facial encoding for shape alignment with active models
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
Discriminant analysis based on kernelized decision boundary for face recognition
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Journal of Medical Systems
Discriminant subspace learning based on support vectors machines
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Using robust dispersion estimation in support vector machines
Pattern Recognition
Detecting Facial Expressions for Monitoring Patterns of Emotional Behavior
International Journal of Monitoring and Surveillance Technologies Research
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A novel method for enhancing the performance of elastic graph matching in frontal face authentication is proposed. The starting point is to weigh the local similarity values at the nodes of an elastic graph according to their discriminatory power. Powerful and well-established optimization techniques are used to derive the weights of the linear combination. More specifically, we propose a novel approach that reformulates Fisher's discriminant ratio to a quadratic optimization problem subject to a set of inequality constraints by combining statistical pattern recognition and Support Vector Machines. Both linear and nonlinear Support Vector Machines are then constructed to yield the optimal separating hyperplanes and the optimal polynomial decision surfaces, respectively. The method has been applied to frontal face authentication on the M2VTS database. Experimental results indicate that the performance of morphological elastic graph matching is highly improved by using the proposed weighting technique.