Mean Shift: A Robust Approach Toward Feature Space Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Bayesian Networks and Decision Graphs
Bayesian Networks and Decision Graphs
Constrained K-means Clustering with Background Knowledge
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Face recognition: A literature survey
ACM Computing Surveys (CSUR)
Automated annotation of human faces in family albums
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Temporal event clustering for digital photo collections
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Automatic organization for digital photographs with geographic coordinates
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Efficient propagation for face annotation in family albums
Proceedings of the 12th annual ACM international conference on Multimedia
Leveraging context to resolve identity in photo albums
Proceedings of the 5th ACM/IEEE-CS joint conference on Digital libraries
Towards context-aware face recognition
Proceedings of the 13th annual ACM international conference on Multimedia
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Face verification using adapted generative models
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Annotation suggestion and search for personal multimedia objects on the web
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Easytoon: an easy and quick tool to personalize a cartoon storyboard using family photo album
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Face based image navigation and search
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Visual language model for face clustering in consumer photos
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Context-aware person identification in personal photo collections
IEEE Transactions on Multimedia - Special issue on integration of context and content
PixGeo: Geographically Grounding Touristic Personal Photographs
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
Semantic structuring and retrieval of event chapters in social photo collections
Proceedings of the international conference on Multimedia information retrieval
Automatic creation of photo books from stories in social media
Proceedings of second ACM SIGMM workshop on Social media
Seeing people in social context: recognizing people and social relationships
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Travelmedia: An intelligent management system for media captured in travel
Journal of Visual Communication and Image Representation
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
Semantic analysis and retrieval in personal and social photo collections
Multimedia Tools and Applications
Automatic creation of photo books from stories in social media
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Personalized portraits ranking
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Predicting participants in public events using stock photos
Proceedings of the 20th ACM international conference on Multimedia
ACRONYM: Context Metrics for Linking People to User-Generated Media Content
International Journal on Semantic Web & Information Systems
A unified framework for context assisted face clustering
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
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Digital photographs are replacing tradition films in our daily life and the quantity is exploding. This stimulates the strong need for efficient management tools, in which the annotation of “who” in each photo is essential. In this paper, we propose an automated method to annotate family photos using evidence from face, body and context information. Face recognition is the first consideration. However, its performance is limited by the uncontrolled condition of family photos. In family album, the same groups of people tend to appear in similar events, in which they tend to wear the same clothes within a short time duration and in nearby places. We could make use of social context information and body information to estimate the probability of the persons' presence and identify other examples of the same recognized persons. In our approach, we first use social context information to cluster photos into events. Within each event, the body information is clustered, and then combined with face recognition results using a graphical model. Finally, the clusters with high face recognition confidence and context probabilities are identified as belonging to specific person. Experiments on a photo album containing over 1500 photos demonstrate that our approach is effective.