RefineFace: Refinement Neural Network for High Performance Face Detection
Zhang, Shifeng1,2; Chi, Cheng1,4; Lei, Zhen1,2; Li, Stan Z.3
刊名IEEE Transactions on Pattern Analysis and Machine Intelligence
2020
期号0页码:0
关键词Face detection, refinement network, high performance
英文摘要

Face detection has achieved significant progress in recent years. However, high performance face detection still remains a very challenging problem, especially when there exists many tiny faces. In this paper, we present a single-shot refinement face detector namely RefineFace to achieve high performance. Specifically, it consists of five modules: Selective Two-step Regression (STR), Selective Two-step Classification (STC), Scale-aware Margin Loss (SML), Feature Supervision Module (FSM) and Receptive Field Enhancement (RFE). To enhance the regression ability for high location accuracy, STR coarsely adjusts locations and sizes of anchors from high level detection layers to provide better initialization for subsequent regressor. To improve the classification ability for high recall efficiency, STC first filters out most simple negatives from low level detection layers to reduce search space for subsequent classifier, then SML is applied to better distinguish faces from background at various scales and FSM is introduced to let the backbone learn more discriminative features for classification. Besides, RFE is presented to provide more diverse receptive field to better capture faces in some extreme poses. Extensive experiments conducted on WIDER FACE, AFW, PASCAL Face, FDDB, MAFA demonstrate that our method achieves state-of-the-art results and runs at 37.3 FPS with ResNet-18 for VGA-resolution images.

语种英语
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/39038]  
专题自动化研究所_模式识别国家重点实验室_生物识别与安全技术研究中心
通讯作者Lei, Zhen
作者单位1.Aerospace Information Research Institute, Chinese Academy of Sciences
2.Institute of Automation Chinese Academy of Sciences
3.University of Chinese Academy of Sciences
4.Westlake University
推荐引用方式
GB/T 7714
Zhang, Shifeng,Chi, Cheng,Lei, Zhen,et al. RefineFace: Refinement Neural Network for High Performance Face Detection[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence,2020(0):0.
APA Zhang, Shifeng,Chi, Cheng,Lei, Zhen,&Li, Stan Z..(2020).RefineFace: Refinement Neural Network for High Performance Face Detection.IEEE Transactions on Pattern Analysis and Machine Intelligence(0),0.
MLA Zhang, Shifeng,et al."RefineFace: Refinement Neural Network for High Performance Face Detection".IEEE Transactions on Pattern Analysis and Machine Intelligence .0(2020):0.
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