DMM-UNet: dual-path multi-scale Mamba UNet for medical image segmentation

The DMM-UNet model effectively addresses the shortcomings of state space models by enabling the integration of both local and global features, improving segmentation performance, and offering enhanced multiscale feature fusion for medical image segmentation tasks.