UCM-Net: A lightweight and efficient solution for skin lesion segmentation using MLP and CNN

Chunyu Yuan, Dongfang Zhao, Sos S. Agaian

Abstract: Highlights•UCM-Net: CNN & MLP hybrid for efficient skin lesion segmentation.•First high-performance skin lesion model under 50KB and 0.05 GLOPs.•Achieves astounding speeds, 1177 times faster than U-Net.•Archives fewer parameters, 622 times fewer parameters than U-Net.•Outperforms top solutions with fewer parameters and fewer computations.