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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, Yuting Lu, Luqi Gong +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…
cs.CV2023
Cross-Spatial Pixel Integration and Cross-Stage Feature Fusion Based Transformer Network for Remote Sensing Image Super-Resolution
Yuting Lu, Lingtong Min, Binglu Wang +4
Remote sensing image super-resolution (RSISR) plays a vital role in enhancing spatial detials and improving the quality of satellite imagery. Recently, Transformer-based models hav…