HREFNet combines a high-resolution backbone, dynamic snake convolutions, an eight-direction Mamba scan, and multi-scale edge fusion to achieve reportedly state-of-the-art Dice scores on DRIVE, STARE, and CHASE DB1.
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A Novel Hybrid Approach for Retinal Vessel Segmentation with Dynamic Long-Range Dependency and Multi-Scale Retinal Edge Fusion Enhancement
HREFNet combines a high-resolution backbone, dynamic snake convolutions, an eight-direction Mamba scan, and multi-scale edge fusion to achieve reportedly state-of-the-art Dice scores on DRIVE, STARE, and CHASE DB1.