Author

Xin Chen

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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