ACM-UNet, a UNet variant combining pretrained CNN and Mamba backbones via lightweight adapters and a wavelet decoder module, reports 85.12% Dice on Synapse and 92.29% on ACDC.
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ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image Segmentation
ACM-UNet, a UNet variant combining pretrained CNN and Mamba backbones via lightweight adapters and a wavelet decoder module, reports 85.12% Dice on Synapse and 92.29% on ACDC.