Hierarchical mixtures of experts and the EM algorithm
Neural Computation
Constrained K-means Clustering with Background Knowledge
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Normalized Cuts and Image Segmentation
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Segmentation Using Eigenvectors: A Unifying View
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Multiclass Spectral Clustering
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Video Google: A Text Retrieval Approach to Object Matching in Videos
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Automated annotation of human faces in family albums
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Computational models of perceptual organization
Computational models of perceptual organization
Probabilistic linear discriminant analysis
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
An intelligent fitting room using multi-camera perception
Proceedings of the 13th international conference on Intelligent user interfaces
Taking the bite out of automated naming of characters in TV video
Image and Vision Computing
An efficient garment visual search based on shape context
MUSP'09 Proceedings of the 9th WSEAS international conference on Multimedia systems & signal processing
Designed to Fit: Challenges of Interaction Design for Clothes Fitting Room Technologies
Proceedings of the 13th International Conference on Human-Computer Interaction. Part IV: Interacting in Various Application Domains
An efficient garment visual search based on shape context
WSEAS Transactions on Computers
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Seeing people in social context: recognizing people and social relationships
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
Personalized portraits ranking
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Clothes search in consumer photos via color matching and attribute learning
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Unsupervised clustering in personal photo collections
AMR'08 Proceedings of the 6th international conference on Adaptive Multimedia Retrieval: identifying, Summarizing, and Recommending Image and Music
Finding suits in images of people
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Attribute-restricted latent topic model for person re-identification
Pattern Recognition
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Context information other than faces, such as clothes, picture-taken-time and some logical constraints, can provide rich cues for recognizing people. This aim of this work is to automatically cluster pictures according to person's identity by exploiting as much context information as possible in addition to faces. Toward that end, a clothes recognition algorithm is first developed, which is effective for different types of clothes (smooth or highly textured). Clothes recognition results are integrated with face recognition to provide similarity measurements for clustering. Picture-taken-time is used when combining faces and clothes, and the cases of faces or clothes missing are handled in a principle way. A spectral clustering algorithm which can enforce hard constraints (positive and negative) is presented to incorporate logic-based cues (e.g. two persons in one picture must be different individuals) and user feedback. Experiments on real consumer photos show the effectiveness of the algorithm.