2 papers
cs.CV2025
Layer-wise Noise Guided Selective Wavelet Reconstruction for Robust Medical Image Segmentation
Yuting Lu, Ziliang Wang, Weixin Xu +4
Clinical deployment requires segmentation models to stay stable under distribution shifts and perturbations. The mainstream solution is adversarial training (AT) to improve robustn…
cs.CV2025
CARE: Anti-entanglement Ultrasound Image Segmentation via Channel-Aware Region Extrication
Weixin Xu, Ziliang Wang, Yuting Lu +3
Accurate ultrasound image segmentation is fundamentally challenged by target-context entanglement, where lesion cues are easily mixed with surrounding tissues and artifacts of simi…