A self-organizing semantic map for information retrieval
SIGIR '91 Proceedings of the 14th annual international ACM SIGIR conference on Research and development in information retrieval
Self-Organizing Maps
Content-Based Image and Video Retrieval
Content-Based Image and Video Retrieval
Information navigation on the web by clustering and summarizing query results
Information Processing and Management: an International Journal
Implementation and Analysis of Several Keyframe-Based Browsing Interfaces to Digital Video
ECDL '00 Proceedings of the 4th European Conference on Research and Advanced Technology for Digital Libraries
Semantic annotation of image groups with self-organizing maps
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Self organization of a massive document collection
IEEE Transactions on Neural Networks
PicSOM-self-organizing image retrieval with MPEG-7 content descriptors
IEEE Transactions on Neural Networks
Towards user-adaptive structuring and organization of music collections
AMR'08 Proceedings of the 6th international conference on Adaptive Multimedia Retrieval: identifying, Summarizing, and Recommending Image and Music
VideoSOM: a SOM-based interface for video browsing
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
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Content-based video navigation is an efficient method for browsing video information. A common approach is to cluster shots into groups and visualize them afterwards. In this paper, we present a prototype that follows in general this approach. The clustering ignores temporal information and is based on a growing self-organizing map algorithm. They provide some inherent visualization properties such as similar elements can be found easily in adjacent cells. We focus on studying the applicability of SOMs for video navigation support. We complement our interface with an original time bar control providing – at the same time – an integrated view of time and content based information. The aim is to supply the user with as much information as possible on one single screen, without overwhelming him.