CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 13071 > Article
Paper
28 February 2024 Ship target detection based on CBAM-YOLOv8
Jiandong Zhang
Author Affiliations +
Proceedings Volume 13071, International Conference on Mechatronic Engineering and Artificial Intelligence (MEAI 2023); 130712R (2024) https://doi.org/10.1117/12.3025482
Event: International Conference on Mechatronic Engineering and Artificial Intelligence (MEAI 2023), 2023, Shenyang, China
Abstract
Ship target detection at sea has important strategic significance in military activities, maritime security, and other aspects. Traditional image processing algorithms struggle to capture the various scales of ship features. In this paper, we propose an algorithm for ship target detection based on CBAM-YOLOv8. Firstly, spatial-to-depth convolution is used in the model's downsampling section instead of cross-stride convolution to improve feature utilization. Secondly, the CBAM (Convolutional Block Attention Module) attention mechanism is added to the deep layers of the model to fuse spatial and channel feature information. Finally, MPDIOU is used to replace the CIOU loss function, enhancing the extraction accuracy of detection boxes. Experimental results on a maritime target dataset show that the detection algorithm achieves a mAP value of 93.16% and a detection speed of approximately 134 FPS, meeting the requirements of real-time ship detection at sea and providing an effective technical reference for various maritime activities and tasks.
(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Jiandong Zhang "Ship target detection based on CBAM-YOLOv8", Proc. SPIE 13071, International Conference on Mechatronic Engineering and Artificial Intelligence (MEAI 2023), 130712R (28 February 2024); https://doi.org/10.1117/12.3025482
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
 7 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Target detection
Convolution
Object detection
Detection and tracking algorithms
Data modeling
Education and training
Coastal modeling
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top