(Conference Paper) Driver's Illegal Driving Behavior Detection with SSD Approach
Tao Yang ¹, Jin Yang ², Jicheng Meng 孟继成 ²
¹ Shanghai Huawei Technology Co., Ltd, Shanghai, China
中国 上海 上海华为技术有限公司
² School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu, China
中国 成都 中国电子科技大学自动化工程学院
2021 IEEE 2nd International Conference on Pattern Recognition and Machine Learning (PRML)
, 2021-08-26
Abstract
In this paper, an advanced detection approach of illegal driving behavior is proposed using Single Shot MultiBox Detector (SSD) based on deep learning. The detection of driver’s illegal driving behavior includes cellphone usage, cigarette smoke and no fastening seat belt. Doing this can greatly reduce the occurrence of traffic accidents.
In order to validate the detection effect using SSD on small target objects, such as cigarette in complex environment, we use not only three online databases, i.e. HMDB human motion database, WIDER FACE Database, Hollywood-2 Database, but also a real database collected by ourselves. The experimental results show that the SSD approach has a better performance than the Faster Regions with Convolutional Neural Network (Faster R-CNN) for detecting driver’s illegal driving behavior.
Embedded solar adaptive optics telescope: achieving compact integration for high-efficiency solar observations
Naiting Gu, Hao Chen, Ao Tang, Xinlong Fan, Carlos Quintero Noda, Yawei Xiao, Libo Zhong, Xiaosong Wu, Zhenyu Zhang, Yanrong Yang, Zao Yi, Xiaohu Wu, Linhai Huang, Changhui Rao
Opto-Electronic Advances
2025-05-27
Wearable photonic smart wristband for cardiorespiratory function assessment and biometric identification
Wenbo Li, Yukun Long, Yingyin Yan, Kun Xiao, Zhuo Wang, Di Zheng, Arnaldo Leal-Junior, Santosh Kumar, Beatriz Ortega, Carlos Marques, Xiaoli Li, Rui Min
Opto-Electronic Advances
2025-05-27
Integrated photonic polarizers with 2D reduced graphene oxide
Junkai Hu, Jiayang Wu, Di Jin, Wenbo Liu, Yuning Zhang, Yunyi Yang, Linnan Jia, Yijun Wang, Duan Huang, Baohua Jia, David J. Moss
Opto-Electronic Science
2025-05-22
Structural color: an emerging nanophotonic strategy for multicolor and functionalized applications
Wenhao Wang, Long Wang, Qianqian Fu, Wang Zhang, Liuying Wang, Gu Liu, Youju Huang, Jie Huang, Haoyuan Zhang, Fuqiang Guo, Xiaohu Wu
Opto-Electronic Science
2025-04-25
