Shape and motion from image streams under orthography: a factorization method
International Journal of Computer Vision
Multiresolution tangent distance for affine-invariant classification
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
A computational model for visual selection
Neural Computation
Trust-region methods
Multiple view geometry in computer vision
Multiple view geometry in computer vision
Representing and Recognizing the Visual Appearance of Materials using Three-dimensional Textons
International Journal of Computer Vision
A Probabilistic Approach to Object Recognition Using Local Photometry and Global Geometry
ECCV '98 Proceedings of the 5th European Conference on Computer Vision-Volume II - Volume II
Efficient Pattern Recognition Using a New Transformation Distance
Advances in Neural Information Processing Systems 5, [NIPS Conference]
Transformation Invariance in Pattern Recognition-Tangent Distance and Tangent Propagation
Neural Networks: Tricks of the Trade, this book is an outgrowth of a 1996 NIPS workshop
Incorporating Invariances in Support Vector Learning Machines
ICANN 96 Proceedings of the 1996 International Conference on Artificial Neural Networks
ICCV '99 Proceedings of the International Workshop on Vision Algorithms: Theory and Practice
Feature Based Methods for Structure and Motion Estimation
ICCV '99 Proceedings of the International Workshop on Vision Algorithms: Theory and Practice
Normalized Cuts and Image Segmentation
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Recognizing Surfaces Using Three-Dimensional Textons
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Transformed Component Analysis: Joint Estimation of Spatial Transformations and Image Components
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Implicit, view invariant, linear flexible shape modelling
Pattern Recognition Letters - Special issue: Advances in pattern recognition
Shape from Texture without Boundaries
International Journal of Computer Vision
Segmenting, Modeling, and Matching Video Clips Containing Multiple Moving Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning people annotation from the web via consistency learning
Proceedings of the international workshop on Workshop on multimedia information retrieval
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
Taking the bite out of automated naming of characters in TV video
Image and Vision Computing
Unsupervised modeling of objects and their hierarchical contextual interactions
Journal on Image and Video Processing - Special issue on patches in vision
Character identification in feature-length films using global face-name matching
IEEE Transactions on Multimedia
Face-and-clothing based people clustering in video content
Proceedings of the international conference on Multimedia information retrieval
Unsupervised identification of multiple objects of interest from multiple images: dISCOVER
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Clustering appearances of objects under varying illumination conditions
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Joint manifold distance: a new approach to appearance based clustering
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
A mutual information based face clustering algorithm for movie content analysis
Image and Vision Computing
Face recognition from video using the generic shape-illumination manifold
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Unfolding a face: from singular to manifold
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Face retrieval in broadcasting news video by fusing temporal and intensity information
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Face association across unconstrained video frames using conditional random fields
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
A comparative study on illumination preprocessing in face recognition
Pattern Recognition
Role-based identity recognition for TV broadcasts
Multimedia Tools and Applications
Semi-supervised evaluation of face recognition in videos
Proceedings of the International Workshop on Video and Image Ground Truth in Computer Vision Applications
Audiovisual diarization of people in video content
Multimedia Tools and Applications
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We develop a distance metric for clustering and classification algorithms which is invariant to affine transformations and includes priors on the transformation parameters. Such clustering requirements are generic to a number of problems in computer vision.We extend existing techniques for affine-invariant clustering, and show that the new distance metric outperforms existing approximations to affine invariant distance computation, particularly under large transformations. In addition, we incorporate prior probabilities on the transformation parameters. This further regularizes the solution, mitigating a rare but serious tendency of the existing solutions to diverge. For the particular special case of corresponding point sets we demonstrate that the affine invariant measure we introduced may be obtained in closed form.As an application of these ideas we demonstrate that the faces of the principal cast of a feature film can be generated automatically using clustering with appropriate invariance. This is a very demanding test as it involves detecting and clustering over tens of thousands of images with the variances including changes in viewpoint, lighting, scale and expression.