Author

Mingzhi Xu

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Jul 2026

ESRVS: Extreme Semi-Supervised Retinal Vessel Segmentation with a Single Annotated Image

ESRVS, which selects a representative reference image for manual annotation and transfers vessel cues using target-domain-adapted DINOv3 features, achieves the best Dice and clDice on six datasets, and the best HD95 on all eight datasets among the compared semi-supervised methods, although those methods use 10 to 20% l...

Mingzhi Xu, Yizhe Zhang · arXiv.org · 0 citations