Lingwei Zhang

SpaSA-Net: Multi-Scale Sparse Attention-Guided Spline-Activated Network for Efficient Medical Segmentation

2025

Medical image segmentation is a key task in computer-aided diagnosis; however, traditional convolutional neural networks (CNNs) are limited in modeling long-range dependencies and complex spatial relationships in high-resolution medical images. Although vision Transformers partially alleviate …