MDET: a GAN-based target detection algorithm

Qingtian Shen; HaoSen Rong; ZhaoZheng Wang; ZhengJia Han; Zihui Jin; Wen Zhou; Qiuyue Gao; Shangzhong Jin

doi:10.1117/12.3011966

7 December 2023 MDET: a GAN-based target detection algorithm

Qingtian Shen, HaoSen Rong, ZhaoZheng Wang, ZhengJia Han, Zihui Jin, Wen Zhou, Qiuyue Gao, Shangzhong Jin

Proceedings Volume 12941, International Conference on Algorithms, High Performance Computing, and Artificial Intelligence (AHPCAI 2023); 129410L (2023) https://doi.org/10.1117/12.3011966
Event: Third International Conference on Algorithms, High Performance Computing, and Artificial Intelligence (AHPCAI 203), 2023, Yinchuan, China

Abstract

Target detection is a key computer vision technology that is utilized extensively in crucial sectors including aerospace and aviation as well as fine-grained security detection. One of the most frequent problems in computer vision is the implementation of adversarial training in vision algorithms. The target detection technique we present in this research is an adversarial machine learning-based approach that uses GANs. The images are inputted and sent to the GAN network and the detection network, respectively, and then the images produced by the GAN learning are blended with the real images and sent to the target detection network. This algorithm uses GAN as an adversarial trainer for the baseline target detection algorithm. Finally, YOLOv5s is selected for experimental validation, and the data of VOC hybrid 2007 and 2012 are selected for experiment, and the data in the Based on YOLOv5s, its map0.5 and map0.95 have a good improvement in detection effect compared to the original YOLOv5s, and finally based on the comparison experiments and ablation experiments, it shows that the GAN-based target detection algorithm out of this paper is effective.

(2023) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Qingtian Shen, HaoSen Rong, ZhaoZheng Wang, ZhengJia Han, Zihui Jin, Wen Zhou, Qiuyue Gao, and Shangzhong Jin "MDET: a GAN-based target detection algorithm", Proc. SPIE 12941, International Conference on Algorithms, High Performance Computing, and Artificial Intelligence (AHPCAI 2023), 129410L (7 December 2023); https://doi.org/10.1117/12.3011966

ACCESS THE FULL ARTICLE

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