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Fatigue Driving Recognition Method Based on Multi-Scale Facial Landmark Detector

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成果类型:
期刊论文
作者:
Xiao, Weichu;Liu, Hongli;Ma, Ziji;Chen, Weihong;Sun, Changliang;...
通讯作者:
Hongli Liu
作者机构:
[Xiao, Weichu; Liu, Hongli; Shi, Bo; Ma, Ziji; Sun, Changliang] Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Peoples R China.
[Xiao, Weichu] Hunan City Univ, Coll Informat & Elect Engn, Yiyang 413000, Peoples R China.
[Chen, Weihong] Hunan Univ Finance & Econ, Coll Informat Technol & Management, Changsha 410205, Peoples R China.
通讯机构:
[Hongli Liu] C
College of Electrical and Information Engineering, Hunan University, Changsha 410082, China<&wdkj&>Author to whom correspondence should be addressed.
语种:
英文
关键词:
deep learning;facial landmark detector;fatigue driving recognition;multi-scale
期刊:
Electronics
ISSN:
2079-9292
年:
2022
卷:
11
期:
24
页码:
4103-
基金类别:
Data curation, B.S.; Funding acquisition, H.L.; Investigation, Z.M. and B.S.; Methodology, Z.M.; Project administration, H.L.; Software, W.X. and C.S.; Writing—original draft, W.X.; Writing—review & editing, W.C. All authors have read and agreed to the published version of the manuscript. This work was supported in part by the National Natural Science Foundation of China (Grant Nos. 61971182 and 62173133) and by Natural Science Foundation of Hunan Province (Grant No. 2021JJ30145).
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 behavior recognition in all-weather real driving environments is a challenging task. Accurate recognition of fatigue driving behavior is helpful to improve traffic safety. The facial landmark detector is crucial to fatigue driving recognition. However, existing facial landmark detectors are mainly aimed at stable front face color images instead of side face gray images, which is difficult to adapt to the fatigue driving behavior recognition in real dynamic scenes. To maximize the driver’s facial feature information and temporal...

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