Knowledge Commons of Institute of Automation,CAS
Audio-visual large-scale video copy detection | |
Liu, Yang; Xu, Changsheng![]() ![]() | |
发表期刊 | INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS
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2011 | |
卷号 | 88期号:18页码:3803-3816 |
文章类型 | Article |
摘要 | With the development of hardware and proliferation of Web 2.0, an increasing need to provide efficient access of desired content in large-scale database has emerged. Content-based copy detection (CBCD) has attracted more research interests due to its broad applications. However, most existing CBCD approaches only focus on single view (visual view or audio view). In this paper, we attempt to address the CBCD task by considering both visual and audio information simultaneously. A bag of visual concept words model for video copy detection method is proposed from visual cue, and the main advantage of the proposed method lies in the fact that the presence of semantic concepts is highly robust to spatial and temporal video transformations. On the other hand, a bag of audio words model is presented from audio cue and a coherency vocabulary combined with soft-weighted strategy realizes fast and accurate indexing. Finally, the late fusion is adopted to obtain the final audio-visual result based on visual-only and audio-only results. Intensive experiments are conducted on two large-scale data sets and competitive results are achieved. |
关键词 | Information Retrieval Copy Detection Concept Detection |
WOS标题词 | Science & Technology ; Physical Sciences |
收录类别 | SCI ; ISTP |
语种 | 英语 |
WOS研究方向 | Mathematics |
WOS类目 | Mathematics, Applied |
WOS记录号 | WOS:000297692200003 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/3323 |
专题 | 紫东太初大模型研究中心_图像与视频分析 |
作者单位 | Chinese Acad Sci, Inst Automat, Beijing, Peoples R China |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Liu, Yang,Xu, Changsheng,Lu, Hanqing. Audio-visual large-scale video copy detection[J]. INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS,2011,88(18):3803-3816. |
APA | Liu, Yang,Xu, Changsheng,&Lu, Hanqing.(2011).Audio-visual large-scale video copy detection.INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS,88(18),3803-3816. |
MLA | Liu, Yang,et al."Audio-visual large-scale video copy detection".INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS 88.18(2011):3803-3816. |
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