Author

Kai Xu

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Preprint Aug 2026

Topology-Aware Parameter-Efficient Adaptation for Cross-Dataset Retinal Vessel Segmentation

TAPDecoderFT is proposed, a topology-responsive, role-structured adaptation framework that improves both DSC and clDice over GenericLoRA-r4 and narrow TAP-r4 in all six directions and is comparable to full fine-tuning.

Yong-Song Huang, T. Miyazaki, Kai Xu et al. · 0 citations