MMM
YYYY
Driver's Illegal Driving Behavior Detection with SSD Approach
基于SSD方法的驾驶员违章驾驶行为检测
SSDアプローチによる運転者の不法運転行動検出
SSD 방법 에 기초 한 운전 자의 불법 운전 행위 검사
Detección del comportamiento de conducción ilegal del conductor basada en el método SSD
Détection des comportements de conduite illégaux des conducteurs sur la base de la méthode SSD
проверка нарушения водителем правил вождения на основе метода SSD
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), 26 August 2021
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.
2021 IEEE 2nd International Conference on Pattern Recognition and Machine Learning (PRML)_1
2021 IEEE 2nd International Conference on Pattern Recognition and Machine Learning (PRML)_2
Reviews and Discussions
https://www.hotpaper.io/index.html
Self-polarized RGB device realized by semipolar micro-LEDs and perovskite-in-polymer films for backlight applications
A highly sensitive LITES sensor based on a multi-pass cell with dense spot pattern and a novel quartz tuning fork with low frequency
Multi-wavelength nanowire micro-LEDs for future high speed optical communication
Luminescence regulation of Sb3+ in 0D hybrid metal halides by hydrogen bond network for optical anti-counterfeiting
Breaking the optical efficiency limit of virtual reality with a nonreciprocal polarization rotator
Simultaneously realizing thermal and electromagnetic cloaking by multi-physical null medium
Generation of lossy mode resonances (LMR) using perovskite nanofilms
Acousto-optic scanning multi-photon lithography with high printing rate
Tailoring electron vortex beams with customizable intensity patterns by electron diffraction holography
Miniature tunable Airy beam optical meta-device
Data-driven polarimetric imaging: a review
Robust measurement of orbital angular momentum of a partially coherent vortex beam under amplitude and phase perturbations



Previous Article                                Next Article
About
|
Contact
|
Copyright © Hot Paper