AI RESEARCH
Unified Medical Image Segmentation with State Space Modeling Snake
arXiv CS.CV
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ArXi:2507.12760v2 Announce Type: replace Unified Medical Image Segmentation (UMIS) is critical for comprehensive anatomical assessment but faces challenges due to multi-scale structural heterogeneity. Conventional pixel-based approaches, lacking object-level anatomical insight and inter-organ relational modeling, struggle with morphological complexity and feature conflicts, limiting their efficacy in UMIS. We propose Mamba Snake, a novel deep snake framework enhanced by state space modeling for.