In this work, we propose a SqueezeNet inspired version of U-Net for image segmentation that achieves a 12X reduction in model size to 32MB, and 3.2X reduction in Multiplication Accumulation operations ...

Abstract: Automatic segmentation of medical images is a crucial step for lesion measurement in computer-aided diagnosis ... we propose a frequency-enhanced lightweight vision Mamba (FMamba) network ...