Knowledge Commons of Institute of Automation,CAS
Name-Face Association in Web Videos: A Large-Scale Dataset, Baselines, and Open Issues | |
Chen, Zhi-Neng; Ngo, Chong-Wah; Zhang, Wei; Cao, Juan; Jiang, Yu-Gang | |
发表期刊 | JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY |
2014-09-01 | |
卷号 | 29期号:5;5页码:785-798 |
文章类型 | Article |
摘要 | Associating faces appearing in Web videos with names presented in the surrounding context is an important task in many applications. However, the problem is not well investigated particularly under large-scale realistic scenario, mainly due to the scarcity of dataset constructed in such circumstance. In this paper, we introduce a Web video dataset of celebrities, named WebV-Cele, for name-face association. The dataset consists of 75 073 Internet videos of over 4 000 hours, covering 2 427 celebrities and 649 001 faces. This is, to our knowledge, the most comprehensive dataset for this problem. We describe the details of dataset construction, discuss several interesting findings by analyzing this dataset like celebrity community discovery, and provide experimental results of name-face association using five existing techniques. We also outline important and challenging research problems that could be investigated in the future. |
关键词 | Web Video Celebrity Name-face Association Dataset Construction Community Analysis |
WOS标题词 | Science & Technology ; Technology |
关键词[WOS] | SEARCH ; CONTEXT ; IMAGES ; NEWS |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Hardware & Architecture ; Computer Science, Software Engineering |
WOS记录号 | WOS:000342412700006 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/40869 |
专题 | 复杂系统认知与决策实验室_听觉模型与认知计算 |
推荐引用方式 GB/T 7714 | Chen, Zhi-Neng,Ngo, Chong-Wah,Zhang, Wei,et al. Name-Face Association in Web Videos: A Large-Scale Dataset, Baselines, and Open Issues[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2014,29(5;5):785-798. |
APA | Chen, Zhi-Neng,Ngo, Chong-Wah,Zhang, Wei,Cao, Juan,&Jiang, Yu-Gang.(2014).Name-Face Association in Web Videos: A Large-Scale Dataset, Baselines, and Open Issues.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,29(5;5),785-798. |
MLA | Chen, Zhi-Neng,et al."Name-Face Association in Web Videos: A Large-Scale Dataset, Baselines, and Open Issues".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 29.5;5(2014):785-798. |
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