2 papers
cs.CV2026
A Semi-Supervised Framework for Breast Ultrasound Segmentation with Training-Free Pseudo-Label Generation and Label Refinement
Ruili Li, Jiayi Ding, Ruiyu Li +7
Semi-supervised learning (SSL) has emerged as a promising paradigm for breast ultrasound (BUS) image segmentation, but it often suffers from unstable pseudo labels under extremely…
cs.CV2024
HiFiSeg: High-Frequency Information Enhanced Polyp Segmentation with Global-Local Vision Transformer
Jingjing Ren, Xiaoyong Zhang, Lina Zhang
Numerous studies have demonstrated the strong performance of Vision Transformer (ViT)-based methods across various computer vision tasks. However, ViT models often struggle to effe…