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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Yanwei Fu Yanwen Guo Yanshu Zhu Feng Liu Chuanming Song Zhi-Hua Zhou |
| Copyright Year | 1999 |
| Abstract | Previous video summarization studies focused on monocular videos, and the results would not be good if they were applied to multi-view videos directly, due to problems such as the redundancy in multiple views. In this paper, we present a method for summarizing multi-view videos. We construct a spatio-temporal shot graph and formulate the summarization problem as a graph labeling task. The spatio-temporal shot graph is derived from a hypergraph, which encodes the correlations with different attributes among multi-view video shots in hyperedges. We then partition the shot graph and identify clusters of event-centered shots with similar contents via random walks. The summarization result is generated through solving a multi-objective optimization problem based on shot importance evaluated using a Gaussian entropy fusion scheme. Different summarization objectives, such as minimum summary length and maximum information coverage, can be accomplished in the framework. Moreover, multi-level summarization can be achieved easily by configuring the optimization parameters. We also propose the multi-view storyboard and event board for presenting multi-view summaries. The storyboard naturally reflects correlations among multi-view summarized shots that describe the same important event. The event-board serially assembles event-centered multi-view shots in temporal order. Single video summary which facilitates quick browsing of the summarized multi-view video can be easily generated based on the event board representation. |
| Sponsorship | IEEE Signal Processing Society IEEE Circuits and Systems Society IEEE Communications Society IEEE Computer Society |
| Starting Page | 717 |
| Ending Page | 729 |
| Page Count | 13 |
| File Size | 1207550 |
| File Format | |
| ISSN | 15209210 |
| Volume Number | 12 |
| Issue Number | 7 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-11-01 |
| Publisher Place | U.S.A. |
| Access Restriction | One Nation One Subscription (ONOS) |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Radio access networks Permission Labeling Fusion power generation Entropy Information technology video summarization Multi-objective optimization multi-view video random walks spatio-temporal graph |
| Content Type | Text |
| Resource Type | Article |
| Subject | Signal Processing Electrical and Electronic Engineering Computer Science Applications Media Technology |
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