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FPIRST: Fatigue Driving Recognition Method Based on Feature Parameter Images and a Residual Swin Transformer

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成果类型:
期刊论文
作者:
Xiao, Weichu;Liu, Hongli;Ma, Ziji;Chen, Weihong;Hou, Jie
通讯作者:
Liu, HL
作者机构:
[Xiao, Weichu; Liu, Hongli; Ma, Ziji; Hou, Jie] Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Peoples R China.
[Xiao, Weichu; Hou, Jie] Hunan City Univ, Coll Informat & Elect Engn, Yiyang 413046, Peoples R China.
[Chen, Weihong] Hunan Univ Finance & Econ, Coll Informat Technol & Management, Changsha 410205, Peoples R China.
通讯机构:
[Liu, HL ] H
Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Peoples R China.
语种:
英文
关键词:
fatigue driving recognition;facial key points;swin transformer;feature parameter image
期刊:
Sensors
ISSN:
1424-3210
年:
2024
卷:
24
期:
2
页码:
636-
基金类别:
Conceptualization, H.L. and W.X.; methodology, W.X.; software, Z.M.; validation, W.C., W.X., and J.H.; formal analysis, W.C.; investigation, H.L.; resources, H.L.; data curation, W.C.; writing—original draft preparation, W.X.; writing—review and editing, W.X.; visualization, W.C.; supervision, H.L.; project administration, H.L.; funding acquisition, H.L. and Z.M. All authors have read and agreed to the published version of the manuscript. This research was funded by the National Natural Science Foundation of China with Grant Nos. 61971182 and 62173133.
机构署名:
本校为其他机构
院系归属:
信息与电子工程学院
摘要:
Fatigue driving is a serious threat to road safety, which is why accurately identifying fatigue driving behavior and warning drivers in time are of great significance in improving traffic safety. However, accurately recognizing fatigue driving is still challenging due to large intra-class variations in facial expression, continuity of behaviors, and illumination conditions. A fatigue driving recognition method based on feature parameter images and a residual Swin Transformer is proposed in this paper. First, the face region is detected through spatial pyramid pooling and a multi-scale feature ...

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