CSAFusion: a convolutional neural network (CNN)-based and Swin Transformer network for multi-modal medical image fusion

CSAFusion enhances both local and global feature extraction, enabling more faithful preservation of critical diagnostic information in multi-modal medical image fusion. The superior quantitative performance and robust cross-modality generalization highlight CSAFusion as a promising tool for clinical applications.