The Research on Detection and Recognition of Driving Posture

被引:5
|
作者
Tang, Hui [1 ]
He, Jie [1 ]
Hua, Liru [1 ]
Zheng, Youfeng [1 ]
Zhao, Chihang [1 ]
Zhou, Bojian [1 ]
机构
[1] Southeast Univ, Sch Transportat, Dhaka, Bangladesh
基金
中国国家自然科学基金;
关键词
Driving Behaviour; Feature Extraction; SVM Classifier;
D O I
10.1145/3321619.3321665
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
In order to effectively understand and characterize driving behaviours, this paper proposes an efficient feature extraction approach for driving postures by combining test image preprocessing methods and skin-color regions segmentation. The technology consists of reference white, Laplace algorithm, skin-color model, edge detection and connected regions detection, SVM classifier, etc., which effectively realizes the detection and classification of four driving postures including grasping the steering wheel, operating the shift lever, eating a cake and playing on the phone. The test accuracy of 250 samples from a driving posture dataset reaches 97%.
引用
收藏
页码:300 / 304
页数:5
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