Robust facial landmark detection using mixture of discriminative visibility-aware models
文献类型:期刊论文
作者 | Liu, Yanfei; Zhou, Xiangdong![]() ![]() |
刊名 | IET IMAGE PROCESSING
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出版日期 | 2016 |
卷号 | 10期号:10页码:733-741 |
ISSN号 | 1751-9659 |
DOI | 10.1049/iet-ipr.2015.0699 |
通讯作者 | Zhou, X (reprint author), Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Automated Reasoning & Cognit Key Lab Chongqing, 266 Fangzheng Ave,Shuitu Hitech Ind Pk, Chongqing, Peoples R China. |
英文摘要 | Facial landmark detection is a fundamental process included in many face analysis tasks. However, it faces great challenges for the facial images to be detected usually containing large variations, which will deteriorate the detection precision. Among such variations, partial occlusions and pose variations take great effects. In this study, the authors present a mixture of discriminative visibility-aware models (MDVMs) for facial landmark detection, to improve the generalisation ability of the model to occlusion and pose variation. By adopting different structure constrains for different poses as well as selecting different appearance model for the occluded parts, the MDVMs method can efficiently address the problem of partial occlusion and pose variation. Experiment results demonstrate that their proposed MDVMs method outperforms the well-known template-based methods, and can obtain much more accurate and robust facial landmarks detection results under both occlusions and pose variations. |
语种 | 英语 |
WOS记录号 | WOS:000385563600007 |
源URL | [http://119.78.100.138/handle/2HOD01W0/4338] ![]() |
专题 | 智能安全技术研究中心 |
作者单位 | (1) Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Automated Reasoning & Cognit Key Lab Chongqing, 266 Fangzheng Ave,Shuitu Hitech Ind Pk, Chongqing, Peoples R China |
推荐引用方式 GB/T 7714 | Liu, Yanfei,Zhou, Xiangdong,Li, Yuanqian,et al. Robust facial landmark detection using mixture of discriminative visibility-aware models[J]. IET IMAGE PROCESSING,2016,10(10):733-741. |
APA | Liu, Yanfei,Zhou, Xiangdong,Li, Yuanqian,Shao, Xiaohu,&Zhou, Xi.(2016).Robust facial landmark detection using mixture of discriminative visibility-aware models.IET IMAGE PROCESSING,10(10),733-741. |
MLA | Liu, Yanfei,et al."Robust facial landmark detection using mixture of discriminative visibility-aware models".IET IMAGE PROCESSING 10.10(2016):733-741. |
入库方式: OAI收割
来源:重庆绿色智能技术研究院
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