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…
q-bio.OT2025
SurgPub-Video: A Comprehensive Surgical Video Dataset for Enhanced Surgical Intelligence in Vision-Language Model
Yaoqian Li, Xikai Yang, Dunyuan Xu +5
Vision-Language Models (VLMs) have shown significant potential in surgical scene analysis, yet existing models are limited by frame-level datasets and lack high-quality video data…