CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 12791 > Article
Paper
9 October 2023 Smoky vehicle detection based on YOLOv5 and car suppression
Xinran Yu, Xiangquan Chang, Qingcheng Chen
Author Affiliations +
Proceedings Volume 12791, Third International Conference on Advanced Algorithms and Neural Networks (AANN 2023); 1279129 (2023) https://doi.org/10.1117/12.3004657
Event: Third International Conference on Advanced Algorithms and Neural Networks (AANN 2023), 2023, Qingdao, SD, China
Abstract
Smoky vehicle detection plays an important role in controlling urban pollution and protecting the ecological environment. Due to the complex shape transformation of smoke and the influence of environment, lighting and other factors, recognizing smoke from images is still a major challenge, and there have been many corresponding studies in recent years. Based on the above problems, we collected 2361 pictures of smoky cars as a smoke detection data set using the on-board camera. In addition, we used Yolov5 as the basic model and proposed an improved Yolov5 algorithm by preprocessing and expanding the data. The experimental results show that compared with the initial model, the smoke detection map of the improved algorithm is improved by 1.7%.
(2023) Published by SPIE. Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Xinran Yu, Xiangquan Chang, and Qingcheng Chen "Smoky vehicle detection based on YOLOv5 and car suppression", Proc. SPIE 12791, Third International Conference on Advanced Algorithms and Neural Networks (AANN 2023), 1279129 (9 October 2023); https://doi.org/10.1117/12.3004657
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
INSTITUTIONAL
Select your institution to access the SPIE Digital Library.
SELECT YOUR INSTITUTION
PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.
PERSONAL SIGN IN
No SPIE Account? Create one
;
PURCHASE THIS CONTENT
SUBSCRIBE TO DIGITAL LIBRARY
50 downloads per 1-year subscription
Members: $195
Non-members: $335 ADD TO CART
25 downloads per 1 - year subscription
Members: $145
Non-members: $250 ADD TO CART
PURCHASE SINGLE ARTICLE
Includes PDF, HTML & Video, when available
Members: $17.00
Non-members: $21.00 ADD TO CART
PROCEEDINGS
 5 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Object detection
Convolution
Data modeling
Detection and tracking algorithms
Education and training
Visual process modeling
Image classification
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top