计算机应用与软件2024，Vol.41Issue(8)：210-218,9.DOI:10.3969/j.issn.1000-386x.2024.08.030
基于面部生成的视频序列多角度人脸识别系统
MULTI-ANGLE FACE RECOGNITION SYSTEM FOR VIDEO SEQUENCE BASED ON FACE SYNTHESIS
摘要
Abstract
To solve the problem of poor face recognition effect caused by serious lack of facial texture in the process of human-machine interaction system capturing large pose profile images,this paper proposes a multi-angle face recognition system for video sequences based on face synthesis.By improving the detection and alignment module in traditional face recognition system,it combined the generative adversarial networks(GAN)with two mainstream facial landmarks localization methods.The front face was generated by adding the face preprocessing process,and the system threshold was set for different side face angles to restore the lost facial features.The experimental results show that the proposed system can effectively improve the face location accuracy,and the recognition accuracy can be improved by up to 18.85％.关键词
人脸识别/面部生成/生成对抗网络/面部特征点定位/图像处理Key words
Face recognition/Face synthesis/Generative adversarial networks/Facial feature point localization/Image processing分类
信息技术与安全科学引用本文复制引用
张子豪,张华琰,张雷..基于面部生成的视频序列多角度人脸识别系统[J].计算机应用与软件,2024,41(8):210-218,9.基金项目
智能机器人与系统高精尖创新中心建设项目(00921917001). （00921917001）
