1. Intelligent Radar Image Recognition Countermeasures: A Review
- Author
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Xunzhang GAO, Zhiwei ZHANG, Mei LIU, Zhenghui GONG, and Xiang LI
- Subjects
radar image recognition ,deep neural networks (dnn) ,adversarial attack ,backdoor attack ,adversarial defense ,Electricity and magnetism ,QC501-766 - Abstract
Intelligent radar image recognition based on Deep Neural Networks (DNN) has become an important topic in radar information processing. However, DNN models are susceptible to adversarial attacks. Malicious attackers can cause intelligent image recognition models to make incorrect predictions, considerably reducing their recognition accuracy and robustness. This article reviews recent research progress on intelligent radar image recognition countermeasures. Then it summarizes the adversarial attack methods on one/two-dimensional radar image recognition models and adversarial defense methods. Finally, it discusses five open questions worthy of in-depth research in intelligent radar image recognition countermeasures.
- Published
- 2023
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