Fig. 2: Qualitative comparison of liver tumor segmentation results on a representative HCC case.

From left to right: input CT slices, results of our proposed Prompt-Mamba-AF, DeepLabV3+, UNet++, and MISSFormer. Our method recovers small satellite lesions and preserves fine-grained tumor boundaries more accurately than competing baselines.