Learning Mixtures of Gaussians
FOCS '99 Proceedings of the 40th Annual Symposium on Foundations of Computer Science
Fundamentals of Computer Graphics, Second Ed.
Fundamentals of Computer Graphics, Second Ed.
Video summarization at Brno University of Technology
Proceedings of the international workshop on TRECVID video summarization
The trecvid 2008 BBC rushes summarization evaluation
TVS '08 Proceedings of the 2nd ACM TRECVid Video Summarization Workshop
The trecvid 2008 BBC rushes summarization evaluation
TVS '08 Proceedings of the 2nd ACM TRECVid Video Summarization Workshop
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This paper describes the video summarization system built for the TRECVID 2008 evaluation by the Brno team. Motivations for the system design and its overall structure are described followed by more detailed description of the critical parts of the system. Low-level features, which are extracted from each frame, are clustered to group visually similar shots together. The final video summary production is an iterative procedure, where the probability, speed and trimming of each cluster candidate are evaluated until some criteria, such as final summary length, are fulfilled. The paper also contains the discussion about appropriate layout of the final video summary, taking into account experiences from the last TRECVID evaluation. The final conclusion points out the weak and strong aspects of the presented approach reflecting system performance in comparison with other state-of-the-art systems.