Abstract: We propose WNet2D, a lightweight enhancement to nnWNet for medical image segmentation that aims to preserve fine boundaries while enforcing global consistency under small-cohort settings.
Abstract: Accurate segmentation of Whole Slide Image (WSI) remains a significant challenge in medical image analysis. Current methods often struggle with effective feature extraction and precise ...