Learning Representative Deep Features for Image Set Analysis
文献类型：期刊论文
| 作者 | Wu, Zifeng1; Huang, Yongzhen2 ; Wang, Liang2
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| 刊名 | IEEE TRANSACTIONS ON MULTIMEDIA
 |
| 出版日期 | 2015-11-01 |
| 卷号 | 17期号:11页码:1960-1968 |
| 关键词 | Album classification deep learning gait recognition image set |
| 英文摘要 | This paper proposes to learn features from sets of labeled raw images. With this method, the problem of over-fitting can be effectively suppressed, so that deep CNNs can be trained from scratch with a small number of training data, i e., 420 labeled albums with about 30 000 photos. This method can effectively deal with sets of images, no matter if the sets bear temporal structures. A typical approach to sequential image analysis usually leverages motions between adjacent frames, while the proposed method focuses on capturing the co-occurrences and frequencies of features. Nevertheless, our method outperforms previous best performers in terms of album classification, and achieves comparable or even better performances in terms of gait based human identification. These results demonstrate its effectiveness and good adaptivity to different kinds of set data. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications |
| 研究领域[WOS] | Computer Science ; Telecommunications |
| 关键词[WOS] | GAIT RECOGNITION ; CLASSIFICATION ; APPEARANCE ; CONTEXT |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000364102400009 |
| 公开日期 | 2016-02-26 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/10499]  |
| 专题 | 自动化研究所_智能感知与计算研究中心 |
| 作者单位 | 1.Univ Adelaide, Australian Ctr Visual Technol, Adelaide, SA 5005, Australia 2.Chinese Acad Sci, Inst Automat, CAS Ctr Excellence Brain Sci & Intelligence Techn, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wu, Zifeng,Huang, Yongzhen,Wang, Liang. Learning Representative Deep Features for Image Set Analysis[J]. IEEE TRANSACTIONS ON MULTIMEDIA,2015,17(11):1960-1968. |
| APA | Wu, Zifeng,Huang, Yongzhen,&Wang, Liang.(2015).Learning Representative Deep Features for Image Set Analysis.IEEE TRANSACTIONS ON MULTIMEDIA,17(11),1960-1968. |
| MLA | Wu, Zifeng,et al."Learning Representative Deep Features for Image Set Analysis".IEEE TRANSACTIONS ON MULTIMEDIA 17.11(2015):1960-1968. |
入库方式： OAI收割
来源：自动化研究所
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