Abstract: Referring remote sensing image segmentation (RRSIS) enables pixel-level analysis via text without predefined categories, but dataset construction is costly due to paired text-mask ...
Official PyTorch implementation of SAMA-UNet: A novel U-shaped architecture for medical image segmentation that integrates Self-Adaptive Mamba-like Attention and Causal-Resonance Learning.
Abstract: Medical image segmentation has made significant strides with the development of basic models. Specifically, models that combine CNNs with transformers can successfully extract both local and ...