Open access
Jul 2026
Uncertainty-guided mamba network for efficient medical image segmentation with evidential deep learning.
This work proposes an uncertainty-aware efficient segmentation framework synergizing Mamba state-space models with evidential deep learning, employing a 2D-adapted selective state-space mechanism to capture long-range dependencies with linear complexity O(L), overcoming transformers' quadratic scaling.
Siqin Sun, Chihui Long, Xingbo Dong et al.
· Scientific Reports · 0 citations