Elements of information theory
Elements of information theory
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Recognition from Long-Term Observations
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Face Recognition Using Temporal Image Sequence
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Discriminant Analysis of Principal Components for Face Recognition
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Comparative Evaluation of Face Sequence Matching for Content-Based Video Access
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
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
Nonparametric discriminant analysis and nearest neighbor classification
Pattern Recognition Letters
Probabilistic recognition of human faces from video
Computer Vision and Image Understanding - Special issue on Face recognition
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Learning over sets using kernel principal angles
The Journal of Machine Learning Research
Robust Real-Time Face Detection
International Journal of Computer Vision
The Amsterdam Library of Object Images
International Journal of Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Recognition with Image Sets Using Manifold Density Divergence
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Random sampling LDA for face recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Decision making in the LDA space: generalised gradient direction metric
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
From still image to video-based face recognition: an experimental analysis
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Video-based face recognition using probabilistic appearance manifolds
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Video-based face recognition using adaptive hidden markov models
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
A framework for 3d object recognition using the kernel constrained mutual subspace method
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part II
Learning discriminative canonical correlations for object recognition with image sets
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Face recognition with the multiple constrained mutual subspace method
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Multiple feature fusion by subspace learning
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Grassmann discriminant analysis: a unifying view on subspace-based learning
Proceedings of the 25th international conference on Machine learning
Distinctive Similarity Measure for stereo matching under point ambiguity
Computer Vision and Image Understanding
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Fast Haar transform based feature extraction for face representation and recognition
IEEE Transactions on Information Forensics and Security
A vision-based system for display interaction
Proceedings of the 23rd British HCI Group Annual Conference on People and Computers: Celebrating People and Technology
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Canonical Stiefel quotient and its application to generic face recognition in illumination spaces
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Super-resolution of human face image using canonical correlation analysis
Pattern Recognition
Gesture recognition under small sample size
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Discriminant clustering embedding for face recognition with image sets
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Kernel discriminant analysis based on canonical differences for face recognition in image sets
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Multiple feature fusion for social media applications
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
A web community-based video retrieval method using canonical correlation analysis
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
On-line learning of mutually orthogonal subspaces for face recognition by image sets
IEEE Transactions on Image Processing
Multimodal emotion recognition based on the decoupling of emotion and speaker information
TSD'10 Proceedings of the 13th international conference on Text, speech and dialogue
An evaluation of video-to-video face verification
IEEE Transactions on Information Forensics and Security
Nearest-neighbor search algorithms on non-Euclidean manifolds for computer vision applications
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Incremental Linear Discriminant Analysis Using Sufficient Spanning Sets and Its Applications
International Journal of Computer Vision
Kernel discriminant transformation for image set-based face recognition
Pattern Recognition
Randomised manifold forests for principal angle-based face recognition
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Face recognition from still images to video sequences: a local-feature-based framework
Journal on Image and Video Processing - Special issue on advanced video-based surveillance
Correlation-based retrieval for heavily changed near-duplicate videos
ACM Transactions on Information Systems (TOIS)
A brief history of the subspace methods
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Image set-based hand shape recognition using camera selection driven by multi-class AdaBoosting
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Human action recognition using Pose-based discriminant embedding
Image Communication
Image-Set based face recognition using boosted global and local principal angles
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Weak metric learning for feature fusion towards perception-inspired object recognition
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Margin preserving projection for image set based face recognition
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Advances in matrix manifolds for computer vision
Image and Vision Computing
Gender classification from unaligned facial images using support subspaces
Information Sciences: an International Journal
Set based discriminative ranking for recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Directional space-time oriented gradients for 3d visual pattern analysis
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Dictionary-based face recognition from video
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
Transfer discriminant-analysis of canonical correlations for view-transfer action recognition
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Robust gait recognition via discriminative set matching
Journal of Visual Communication and Image Representation
Face recognition in videos: a graph based modified kernel discriminant analysis
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Generalized mutual subspace based methods for image set classification
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Partial least squares regression on grassmannian manifold for emotion recognition
Proceedings of the 15th ACM on International conference on multimodal interaction
Fusing cluster-centric feature similarities for face recognition in video sequences
Pattern Recognition Letters
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We address the problem of comparing sets of images for object recognition, where the sets may represent variations in an object's appearance due to changing camera pose and lighting conditions. Canonical Correlations (also known as principal or canonical angles), which can be thought of as the angles between two d\hbox{-}\rm dimensional subspaces, have recently attracted attention for image set matching. Canonical correlations offer many benefits in accuracy, efficiency, and robustness compared to the two main classical methods: parametric distribution-based and nonparametric sample-based matching of sets. Here, this is first demonstrated experimentally for reasonably sized data sets using existing methods exploiting canonical correlations. Motivated by their proven effectiveness, a novel discriminative learning method over sets is proposed for set classification. Specifically, inspired by classical Linear Discriminant Analysis (LDA), we develop a linear discriminant function that maximizes the canonical correlations of within-class sets and minimizes the canonical correlations of between-class sets. Image sets transformed by the discriminant function are then compared by the canonical correlations. Classical orthogonal subspace method (OSM) is also investigated for the similar purpose and compared with the proposed method. The proposed method is evaluated on various object recognition problems using face image sets with arbitrary motion captured under different illuminations and image sets of 500 general objects taken at different views. The method is also applied to object category recognition using ETH-80 database. The proposed method is shown to outperform the state-of-the-art methods in terms of accuracy and efficiency.