@article{rethinkingfewshotmedicalimage, title = {Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching}, author = {Haiyue Zu and Jun Ge and Heting Xiao and Jile Xie and Zhangzhe Zhou and Yifan Meng and Jiayi Ni and Junjie Niu and Linlin Zhang and Li Ni and Huilin Yang}, year = {2025}, eprint = {2503.04826}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.04826v1}, }