Expression Recognition Algorithm Based on Infrared Image | |
Cui, Ying1; Qiu, Shi2![]() | |
2021 | |
会议名称 | 3rd EAI International Conference on Multimedia Technology and Enhanced Learning, ICMTEL 2021 |
会议录名称 | Multimedia Technology and Enhanced Learning - 3rd EAI International Conference, ICMTEL 2021, Proceedings |
卷号 | 388 |
会议日期 | 2021-04-08 |
会议地点 | Virtual, Online |
出版者 | Springer Science and Business Media Deutschland GmbH |
摘要 | It’s important to recognize facial expressions in social communication. To solve the problem that facial expression recognition by visible light is vulnerable to interference, we built a model from the perspective of thermal infrared. Based on the distribution characteristics of thermal infrared, the face region is firstly located by building a multi-projection model toward color. Then, the level set function of the local Gaussian fitting model was optimized, the regular term was removed, and the larger iteration step size was selected to achieve accurate face segmentation on the premise of segmentation accuracy. Finally, based on the structure of traditional deep learning network, the characteristics of DPN and CBAM network are given full play to realize expression recognition by thermal infrared images. © 2021, ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering. |
关键词 | Infrared image Face Multi-projection Level set Identify |
作者部门 | 光谱成像技术研究室 |
DOI | 10.1007/978-3-030-82565-2_26 |
收录类别 | EI |
ISBN号 | 9783030825645 |
语种 | 英语 |
ISSN号 | 18678211;1867822X |
EI入藏号 | 20213910959507 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/95086 |
专题 | 光谱成像技术研究室 |
通讯作者 | Qiu, Shi |
作者单位 | 1.College of Equipment Management and Support, Engineering University of PAP, Xi’an; 710086, China 2.Key Laboratory of Spectral Imaging Technology CAS, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an; 710119, China |
推荐引用方式 GB/T 7714 | Cui, Ying,Qiu, Shi. Expression Recognition Algorithm Based on Infrared Image[C]:Springer Science and Business Media Deutschland GmbH,2021. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Expression Recogniti(1010KB) | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 |
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