Understanding and Using Context
Personal and Ubiquitous Computing
Comparing Images Using the Hausdorff Distance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Confidence-based dynamic ensemble for image annotation and semantics discovery
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
What we talk about when we talk about context
Personal and Ubiquitous Computing
Labeling images with a computer game
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Photo annotation on a camera phone
CHI '04 Extended Abstracts on Human Factors in Computing Systems
ConceptNet — A Practical Commonsense Reasoning Tool-Kit
BT Technology Journal
Leveraging context to resolve identity in photo albums
Proceedings of the 5th ACM/IEEE-CS joint conference on Digital libraries
Co-active intelligence for image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
Toward a Common Event Model for Multimedia Applications
IEEE MultiMedia
CBSA: content-based soft annotation for multimodal image retrieval using Bayes point machines
IEEE Transactions on Circuits and Systems for Video Technology
Contextual wisdom: social relations and correlations for multimedia event annotation
Proceedings of the 15th international conference on Multimedia
Real-time near-duplicate elimination for web video search with content and context
IEEE Transactions on Multimedia - Special issue on integration of context and content
IEEE Transactions on Multimedia - Special issue on integration of context and content
Making sense of meaning: leveraging social processes to understand media semantics
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Automatic creation of photo books from stories in social media
Proceedings of second ACM SIGMM workshop on Social media
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
Large scale flexible event-based clustering from photos in social media
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Leveraging collective wisdom for web video retrieval through heterogeneous community discovery
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Analysing Facebook features to support event detection for photo-based Facebook applications
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Enterprise Wisdom Captured Socially
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
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This paper describes a framework to annotate images using personal and social network contexts. The problem is important as the correct context reduces the number of image annotation choices.. Social network context is useful as real-world activities of members of the social network are often correlated within a specific context. The correlation can serve as a powerful resource to effectively increase the ground truth available for annotation. There are three main contributions of this paper: (a) development of an event context framework and definition of quantitative measures for contextual correlations based on concept similarity in each facet of event context; (b) recommendation algorithms based on spreading activations that exploit personal context as well as social network context; (c) experiments on real-world, everyday images that verified both the existence of inter-user semantic disagreement and the improvement in annotation when incorporating both the user and social network context. We have conducted two user studies, and our quantitative and qualitative results indicate that context (both personal and social) facilitates effective image annotation.