中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
WIDER FACE: A Face Detection Benchmark

文献类型:会议论文

作者Shuo Yang; Ping Luo; Chen Change Loy; Xiaoou Tang
出版日期2016
会议名称CVPR2016
会议地点美国
英文摘要Face detection is one of the most studied topics in the computer vision community. Much of the progresses have been made by the availability of face detection benchmark datasets. We show that there is a gap between current face detection performance and the real world requirements. To facilitate future face detection research, we introduce the WIDER FACE dataset 1 , which is 10 times larger than exist- ing datasets. The dataset contains rich annotations, includ- ing occlusions, poses, event categories, and face bounding boxes. Faces in the proposed dataset are extremely chal- lenging due to large variations in scale, pose and occlusion, as shown in Fig. 1 . Furthermore, we show that WIDER FACE dataset is an effective training source for face de- tection. We benchmark several representative detection sys- tems, providing an overview of state-of-the-art performance and propose a solution to deal with large scale variation. Finally, we discuss common failure cases that worth to be further investigated.
收录类别EI
语种英语
源URL[http://ir.siat.ac.cn:8080/handle/172644/10009]  
专题深圳先进技术研究院_集成所
作者单位2016
推荐引用方式
GB/T 7714
Shuo Yang,Ping Luo,Chen Change Loy,et al. WIDER FACE: A Face Detection Benchmark[C]. 见:CVPR2016. 美国.

入库方式: OAI收割

来源:深圳先进技术研究院

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