| Representative and diverse video summarization | |
Chen, Xiao1,2; Li, Xuelong1 ; Lu, Xiaoqiang1
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| 2015 | |
| 会议名称 | IEEE China Summit and International Conference on Signal and Information Processing, ChinaSIP 2015 |
| 会议录名称 | 2015 IEEE China Summit and International Conference on Signal and Information Processing, ChinaSIP 2015 - Proceedings |
| 页码 | 142-146 |
| 会议日期 | 2015-07 |
| 会议地点 | Chengdu, China |
| 出版者 | Institute of Electrical and Electronics Engineers Inc. |
| 产权排序 | 1 |
| 摘要 | Video summarization usually refers to produce a summary preserving essential content of the original video. Many existing methods have been developed to select representative frames by a dictionary learning model, which have led to a state-of-The-Art performance. However, learning dictionary without considering relationship between samples of the original data space would lead to imprecise representation. To address this problem, in this paper, geometrical distribution information of samples is incorporated into the dictionary learning process. A graph based learning strategy is employed to draw the geometrical distribution information. Meanwhile, the diversity criteria is considered as important as representativeness, which can reduce redundant frames to be selected in final summary. Thus similarity measuring is imported to guarantee that a final summary contains diversity contents within the original video. The proposed method is validated on a challenging and widely used dataset, and state-of-The-Art performance is achieved in contrast to other methods. © 2015 IEEE. |
| 作者部门 | 光学影像学习与分析中心 |
| DOI | 10.1109/ChinaSIP.2015.7230379 |
| 收录类别 | EI |
| ISBN号 | 9781479919482 |
| 语种 | 英语 |
| 引用统计 | |
| 文献类型 | 会议论文 |
| 条目标识符 | http://ir.opt.ac.cn/handle/181661/27820 |
| 专题 | 光谱成像技术研究室 |
| 通讯作者 | Lu, Xiaoqiang |
| 作者单位 | 1.Center for OPTical IMagery Analysis and Learning (OPTIMAL), State Key Laboratory of Transient Optics and Photonics, Chinese Academy of Sciences, Xi'an, Shaanxi, China 2.University of the Chinese Academy of Sciences, 19A Yuquanlu, Beijing, China |
| 推荐引用方式 GB/T 7714 | Chen, Xiao,Li, Xuelong,Lu, Xiaoqiang. Representative and diverse video summarization[C]:Institute of Electrical and Electronics Engineers Inc.,2015:142-146. |
| 条目包含的文件 | ||||||
| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| Representative and d（116KB） | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 | ||
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