Boosted manifold principal angles for image set-based recognition
Pattern Recognition
Discriminative Learning and Recognition of Image Set Classes Using Canonical Correlations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Video parsing based on head tracking and face recognition
Proceedings of the 6th ACM international conference on Image and video retrieval
Cast indexing for videos by NCuts and page ranking
Proceedings of the 6th ACM international conference on Image and video retrieval
Journal on Image and Video Processing - Anthropocentric Video Analysis: Tools and Applications
A pose-wise linear illumination manifold model for face recognition using video
Computer Vision and Image Understanding
A methodology for rapid illumination-invariant face recognition using image processing filters
Computer Vision and Image Understanding
Universal Estimation of Information Measures for Analog Sources
Foundations and Trends in Communications and Information Theory
A 3D Face Model for Pose and Illumination Invariant Face Recognition
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Three-dimensional face pose detection and tracking using monocular videos: tool and application
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on cybernetics and cognitive informatics
An 'object-use fingerprint': the use of electronic sensors for human identification
UbiComp '07 Proceedings of the 9th international conference on Ubiquitous computing
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
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
Random projections for face detection under resource constraints
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Face virtual pose generation using aligned locally linear regression for face recognition
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
Graph-based classification of multiple observation sets
Pattern Recognition
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
Kernel discriminant transformation for image set-based face recognition
Pattern Recognition
Nonlinear dimensionality reduction using a temporal coherence principle
Information Sciences: an International Journal
Semi-supervised cast indexing for feature-length films
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Face recognition from video using the generic shape-illumination manifold
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Person spotting: video shot retrieval for face sets
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
A new distance criterion for face recognition using image sets
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
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
Margin maximizing discriminant analysis for multi-shot based object recognition
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part I
Learning discriminative canonical correlations for object recognition with image sets
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
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
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
Fusing cluster-centric feature similarities for face recognition in video sequences
Pattern Recognition Letters
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In many automatic face recognition applications, a set of a personýs face images is available rather than a single image. In this paper, we describe a novel method for face recognition using image sets. We propose a flexible, semi-parametric model for learning probability densitiesconfined to highly non-linear but intrinsically low-dimensional manifolds. The model leads to a statistical formulation of the recognition problem in terms of minimizing the divergence between densities estimated on these manifolds. The proposed method is evaluated on a large data set, acquired in realistic imaging conditions with severe illumination variation. Our algorithm is shown to match the best and outperform other state-of-the-art algorithms in the literature, achieving 94% recognition rate on average.