The Journal of Machine Learning Research
Leveraging context to resolve identity in photo albums
Proceedings of the 5th ACM/IEEE-CS joint conference on Digital libraries
Putting Objects in Perspective
International Journal of Computer Vision
Beyond Nouns: Exploiting Prepositions and Comparative Adjectives for Learning Visual Classifiers
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Context-aware person identification in personal photo collections
IEEE Transactions on Multimedia - Special issue on integration of context and content
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Context-aided human recognition – clustering
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Automatic person annotation of family photo album
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Image-Based Human Age Estimation by Manifold Learning and Locally Adjusted Robust Regression
IEEE Transactions on Image Processing
Learning people co-occurrence relations by using relevance feedback for retrieving group photos
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Personalized portraits ranking
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Graph-based recognition in photo collections using social semantics
SBNMA '11 Proceedings of the 2011 ACM workshop on Social and behavioural networked media access
Facing scalability: Naming faces in an online social network
Pattern Recognition
Creating Picture Legends for Group Photos
Computer Graphics Forum
Classification based group photo retrieval with bag of people features
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Discovering informative social subgraphs and predicting pairwise relationships from group photos
Proceedings of the 20th ACM international conference on Multimedia
People search and activity mining in large-scale community-contributed photos
Proceedings of the 20th ACM international conference on Multimedia
A unified learning framework for auto face annotation by mining web facial images
Proceedings of the 21st ACM international conference on Information and knowledge management
Finding happiest moments in a social context
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Object class detection: A survey
ACM Computing Surveys (CSUR)
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The people in an image are generally not strangers, but instead often share social relationships such as husband-wife, siblings, grandparent-child, father-child, or mother-child. Further, the social relationship between a pair of people influences the relative position and appearance of the people in the image. This paper explores using familial social relationships as context for recognizing people and for recognizing the social relationships between pairs of people. We introduce a model for representing the interaction between social relationship, facial appearance, and identity. We show that the family relationship a pair of people share influences the relative pairwise features between them. The experiments on a set of personal collections show significant improvement in people recognition is achieved by modeling social relationships, even in a weak label setting that is attractive in practical applications. Furthermore, we show the social relationships are effectively recognized in images from a separate test image collection.