Author

Ling-Rui Li

h-index 4 View on Semantic Scholar

We have 1 of 8 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Jul 2026

Memory-Supported Synergistic Adaptation for Training-Free Test-Time Medical Image Segmentation

Memory-Supported Synergistic Adaptation is proposed, a novel training-free TTA framework for medical image segmentation that consistently improves VLM-based segmentation models and outperforms existing fine-tuning-based TTA methods by a clear margin.

Ling-Rui Li, Nan Pu, Dong Zhao et al. · arXiv.org · 0 citations