Robust multi-view face detection using Error Correcting Output Codes
文献类型：期刊论文
| 作者 | Zhang, Hongming; Gao, Wen; Chen, Xilin; Shan, Shiguang; Zhao, Debin |
| 刊名 | COMPUTER VISION - ECCV 2006, PT 4, PROCEEDINGS
 |
| 出版日期 | 2006 |
| 卷号 | 3954页码:1-12 |
| ISSN号 | 0302-9743 |
| 英文摘要 | This paper presents a novel method to solve multi-view face detection problem by Error Correcting Output Codes (ECOC). The motivation is that face patterns can be divided into separated classes across views, and ECOC multi-class method can improve the robustness of multi-view face detection compared with the view-based methods because of its inherent error-tolerant ability. One key issue with ECOC-based multi-class classifier is how to construct effective binary classifiers. Besides applying ECOC to multi-view face detection, this paper emphasizes on designing efficient binary classifiers by learning informative features through minimizing the error rate of the ensemble ECOC multi-class classifier. Aiming at designing efficient binary classifiers, we employ spatial histograms as the representation, which provide an over-complete set of optional features that can be efficiently computed from the original images. In addition, the binary classifier is constructed as a coarse to fine procedure using fast histogram matching followed by accurate Support Vector Machine (SVM). The experimental results show that the proposed method is robust to multi-view faces, and achieves performance comparable to that of state-of-the-art approaches to multi-view face detection. |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000237557400001 |
| 出版者 | SPRINGER-VERLAG BERLIN |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/10819]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Zhang, Hongming |
| 作者单位 | 1.Harbin Inst Technol, Dept Comp Sci & Engn, Harbin 150001, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100080, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhang, Hongming,Gao, Wen,Chen, Xilin,et al. Robust multi-view face detection using Error Correcting Output Codes[J]. COMPUTER VISION - ECCV 2006, PT 4, PROCEEDINGS,2006,3954:1-12. |
| APA | Zhang, Hongming,Gao, Wen,Chen, Xilin,Shan, Shiguang,&Zhao, Debin.(2006).Robust multi-view face detection using Error Correcting Output Codes.COMPUTER VISION - ECCV 2006, PT 4, PROCEEDINGS,3954,1-12. |
| MLA | Zhang, Hongming,et al."Robust multi-view face detection using Error Correcting Output Codes".COMPUTER VISION - ECCV 2006, PT 4, PROCEEDINGS 3954(2006):1-12. |
入库方式： OAI收割
来源：计算技术研究所
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