| 唐心雨1，2，陈霜霜1，2*，路 鹏2，王永林2，蔡长安2，秦 雄2.基于PaddleHub的人脸口罩识别系统[J].海南师范大学学报自科版,2021,34(2):177-184 |
| 基于PaddleHub的人脸口罩识别系统 |
| A Face Mask Recognition System Based on PaddleHub |
| |
| DOI：10.12051/j.issn.1674-4942.2021.02.010 |
| 中文关键词: PaddleHub 人脸检测 口罩识别 嵌入式人体测温 视频监控识别 |
| 英文关键词: PaddleHub face detection mask identity embedded human body temperature measurement video
surveillance recognition |
| 基金项目:国家自然科学基金面上项目（11971417）；江苏省高等学校自然科学研究项目（18KJD520005）；江苏省心理与
认知科学大数据重点建设实验室开放课题项目（72591862007G） |
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| 中文摘要: |
| 新冠病毒的传播方式主要是通过呼吸道传染，人们佩戴口罩进行防护是最有效的预防
感染的途径之一，而人脸口罩自动化识别可以有效监督人们是否佩戴口罩。文章设计了基于
PaddleHub的人脸口罩识别系统，利用PyramidBox单阶段人脸检测器和FaceBoxes主干网络分别对
目标区域进行人脸检测和口罩识别。此外，为扩展该系统的功能，还增加了嵌入式人体测温和视
频监控识别的核心功能，以及增加了分类人数统计、实时语音报警和实时截图的特色功能。该系
统采用了网页端的形式进行了各功能的效果展示，并且在全天候自然场景下进行了实地测试达到
了显著的检测效果。 |
| 英文摘要: |
| Novel coronavirus is transmitted mainly through respiratory tract. Wearing masks for protection is one of the
most effective ways to prevent infection, and automatic face mask recognition can effectively monitor whether people wear
masks or not. The system used PyramidBox unit face detector and FaceBoxes network to detect the face and mask in the tar⁃
get area respectively. In addition, in order to expand the function of the systen, the system had also added core functions
about embedded human body measurement, mild video surveillance and identification, as well as features of classified num⁃
ber statistics, real-time voice alarm and real-time screenshots. In this paper, the effects of each function were displayed in
the form of web terminal, and the significant detection effect was achieved through field test under all-weather natural
scene. |
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