FRONT SEAT CHILD OCCUPANCY DETECTION USING ROAD SURVEILLANCE CAMERA IMAGES

被引:0
作者
Balci, Burak [1 ]
Alkan, Bensu [1 ]
Elihos, Alperen [1 ]
Artan, Yusuf [1 ]
机构
[1] HAVELSAN Inc, Ankara, Turkey
来源
2018 25TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2018年
关键词
Traffic Enforcement; Convolutional Neural Network; Face Detection; Image Classification;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Camera based traffic enforcement solutions has been ubiquitously employed in many roadways around the world. Toll violation detection, red light violation detection, speed violation detection are typically the most common usages of camera systems towards traffic enforcement. However, there are other enforcement areas that need attention such as front seat child occupancy violation, which is a major safety concern in many countries. In this study, we propose a novel automated technique towards child occupancy detection in front seat of vehicles using deep learning algorithms. Using a camera system placed on an overhead gantry, installed on a high way in Turkey, real world images are captured during day and night time. We performed experiments using 1000 real world images and achieved an overall accuracy of 92 %.
引用
收藏
页码:1927 / 1931
页数:5
相关论文
共 17 条
  • [1] [Anonymous], 2016, Lecture Notes in Computer Science, DOI [10.1007/978-3-319-46493-0_38, DOI 10.1007/978-3-319-46493-0_38]
  • [2] Passenger Compartment Violation Detection in HOV/HOT Lanes
    Artan, Yusuf
    Bulan, Orhan
    Loce, Robert P.
    Paul, Peter
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2016, 17 (02) : 395 - 405
  • [3] Artan Y, 2014, IEEE WINT CONF APPL, P1006, DOI 10.1109/WACV.2014.6835994
  • [4] Bojarski Mariusz, 2016, arXiv
  • [5] Fan Z., 2013, United States Patent Application (USPTO), US, Patent No. 20130051625
  • [6] Deep Level Sets for Salient Object Detection
    Hu, Ping
    Shuai, Bing
    Liu, Jun
    Wang, Gang
    [J]. 30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017), 2017, : 540 - 549
  • [7] Speed/accuracy trade-offs for modern convolutional object detectors
    Huang, Jonathan
    Rathod, Vivek
    Sun, Chen
    Zhu, Menglong
    Korattikara, Anoop
    Fathi, Alireza
    Fischer, Ian
    Wojna, Zbigniew
    Song, Yang
    Guadarrama, Sergio
    Murphy, Kevin
    [J]. 30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017), 2017, : 3296 - +
  • [8] Li W, 2013, 2013 6TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), VOLS 1-3, P783, DOI 10.1109/CISP.2013.6745271
  • [9] SSD: Single Shot MultiBox Detector
    Liu, Wei
    Anguelov, Dragomir
    Erhan, Dumitru
    Szegedy, Christian
    Reed, Scott
    Fu, Cheng-Yang
    Berg, Alexander C.
    [J]. COMPUTER VISION - ECCV 2016, PT I, 2016, 9905 : 21 - 37
  • [10] Najibi M., 2017, ARXIV170803979V3