Closed-Form Solutions for Physically Based Shape Modeling and Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Independent component analysis, a new concept?
Signal Processing - Special issue on higher order statistics
Visual learning and recognition of 3-D objects from appearance
International Journal of Computer Vision
Probabilistic Visual Learning for Object Representation
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
Nonlinear component analysis as a kernel eigenvalue problem
Neural Computation
High-order contrasts for independent component analysis
Neural Computation
Variational learning in nonlinear Gaussian belief networks
Neural Computation
Mixtures of probabilistic principal component analyzers
Neural Computation
Neural Computation
Proceedings of the 1998 conference on Advances in neural information processing systems II
Bayesian modeling of facial similarity
Proceedings of the 1998 conference on Advances in neural information processing systems II
Face Recognition: Features Versus Templates
IEEE Transactions on Pattern Analysis and Machine Intelligence
Modal Matching for Correspondence and Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Non-Linear Dimensionality Reduction
Advances in Neural Information Processing Systems 5, [NIPS Conference]
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 FERET Evaluation Methodology for Face-Recognition Algorithms
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Bayesian face recognition using deformable intensity surfaces
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Beyond Eigenfaces: Probabilistic Matching for Face Recognition
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Probabilistic visual learning for object detection
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
Efficient MAP / ML Similarity Matching for Visual Recognition
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 1 - Volume 1
Model-Based Matching by Linear Combinations of Prototypes
Model-Based Matching by Linear Combinations of Prototypes
Non-negative Matrix Factorization for Face Recognition
CCIA '02 Proceedings of the 5th Catalonian Conference on AI: Topics in Artificial Intelligence
Probabilistic recognition of human faces from video
Computer Vision and Image Understanding - Special issue on Face recognition
Gabor-Based Kernel PCA with Fractional Power Polynomial Models for Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic tangent subspace: a unified view
ICML '04 Proceedings of the twenty-first international conference on Machine learning
A Unified Framework for Subspace Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face recognition: A study in information fusion using fuzzy integral
Pattern Recognition Letters
Dynamic Trees for Unsupervised Segmentation and Matching of Image Regions
IEEE Transactions on Pattern Analysis and Machine Intelligence
An experimental criterion for face classification
Enhanced methods in computer security, biometric and artificial intelligence systems
Face recognition using a kernel fractional-step discriminant analysis algorithm
Pattern Recognition
Learning the best subset of local features for face recognition
Pattern Recognition
Image covariance-based subspace method for face recognition
Pattern Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
A comparative study of Minimax Probability Machine-based approaches for face recognition
Pattern Recognition Letters
Discriminant Subspace Analysis: A Fukunaga-Koontz Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
An overview on model-based approaches in face recognition
AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases
The AIT Multimodal Person Identification System for CLEAR 2007
Multimodal Technologies for Perception of Humans
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
Some Unusual Experiments with PCA-Based Palmprint and Face Recognition
Biometrics and Identity Management
Person recognition using facial video information: A state of the art
Journal of Visual Languages and Computing
Covariance estimation in full- and reduced-dimensionality image classification
Image and Vision Computing
Locality sensitive discriminant analysis
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Subclass linear discriminant analysis for video-based face recognition
Journal of Visual Communication and Image Representation
Color face recognition for degraded face images
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Independent components extraction from image matrix
Pattern Recognition Letters
Feature Extraction Using Linear and Non-linear Subspace Techniques
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Face validation using 3d information from single calibrated camera
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Visual object recognition using probabilistic kernel subspace similarity
Pattern Recognition
2D-LDA: A statistical linear discriminant analysis for image matrix
Pattern Recognition Letters
A new partially occluded face pose recognition
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Face and gesture-based interaction for displaying comic books
PSIVT'07 Proceedings of the 2nd Pacific Rim conference on Advances in image and video technology
People detection by boosting features in nonlinear subspace
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: 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
Intra-personal kernel space for face recogni
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
A bayesian approach to image-based visual hull reconstruction
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
A novel probabilistic linear subspace approach for face applications
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Feature-level fusion of hand biometrics for personal verification based on kernel PCA
ICB'06 Proceedings of the 2006 international conference on Advances in Biometrics
Face recognition using more than one still image: what is more?
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Face recognition via AAM and multi-features fusion on riemannian manifolds
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Object localization by subspace clustering of local descriptors
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
A local spectral distribution approach to face recognition
Computer Vision and Image Understanding
Spaces and manifolds of shapes in computer vision: An overview
Image and Vision Computing
The small sample size problem of ICA: A comparative study and analysis
Pattern Recognition
A hybrid system for distortion classification and image quality evaluation
Image Communication
A generative model and a generalized trust region Newton method for noise reduction
Computational Optimization and Applications
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We investigate the use of linear and nonlinear principal manifolds for learning low-dimensional representations for visual recognition. Several leading techniques: Principal Component Analysis (PCA), Independent Component Analysis (ICA), and nonlinear Kernel PCA (KPCA) are examined and tested in a visual recognition experiment using 1,800+ facial images from the "FERET"database. We compare the recognition performance of nearest-neighbor matching with each principal manifold representation to that of a maximum a posteriori (MAP) matching rule using a Bayesian similarity measure derived from dual probabilistic subspaces. The experimental results demonstrate the simplicity, computational economy, and performance superiority of the Bayesian subspace method over principal manifold techniques for visual matching.