3 papers
cs.CV2025
Knowledge-Informed Neural Network for Complex-Valued SAR Image Recognition
Haodong Yang, Zhongling Huang, Shaojie Guo +3
Deep learning models for complex-valued Synthetic Aperture Radar (CV-SAR) image recognition are fundamentally constrained by a representation trilemma under data-limited and domain…
cs.CV2025
-GAN: Physics-Inspired GAN for Generating SAR Images Under Limited Data
Xidan Zhang, Yihan Zhuang, Qian Guo +5
Approaches for improving generative adversarial networks (GANs) training under a few samples have been explored for natural images. However, these methods have limited effectivenes…
cs.CV2024
Physics-Guided Detector for SAR Airplanes
Zhongling Huang, Long Liu, Shuxin Yang +3
The disperse structure distributions (discreteness) and variant scattering characteristics (variability) of SAR airplane targets lead to special challenges of object detection and…