MSFusion: Multi-Scale Cross-Modal Fusion with Adaptive Attention for Multimodal Medical Image Fusion
Results demonstrate that MSFusion sets a new standard for accurate, detailed, and clinically meaningful multimodal image fusion, and addresses insufficient exploitation of cross-scale complementarity by dynamically weighting features via learnable attention.