A genetic algorithm for video segmentation and summarization

P Chiu, A Girgensohn, W Polak… - … on Multimedia and …, 2000 - ieeexplore.ieee.org
2000 IEEE International Conference on Multimedia and Expo …, 2000ieeexplore.ieee.org
We describe a genetic segmentation algorithm for video. This algorithm operates on
segments of a string representation. It is similar to both classical genetic algorithms that
operate on bits of a string and genetic grouping algorithms that operate on subsets of a set.
For evaluating segmentations, we define similarity adjacency functions, which are extremely
expensive to optimize with traditional methods. The evolutionary nature of genetic
algorithms offers a further advantage by enabling incremental segmentation. Applications …
We describe a genetic segmentation algorithm for video. This algorithm operates on segments of a string representation. It is similar to both classical genetic algorithms that operate on bits of a string and genetic grouping algorithms that operate on subsets of a set. For evaluating segmentations, we define similarity adjacency functions, which are extremely expensive to optimize with traditional methods. The evolutionary nature of genetic algorithms offers a further advantage by enabling incremental segmentation. Applications include video summarization and indexing for browsing, plus adapting to user access patterns.
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