One-shot cell segmentation via learning memory query: Towards universal solution without active tuning

Jintu Zheng, Qizhe Liu, Yi Ding, Yi Cao, Ying Hu, Zenan Wang

Abstract: Highlights•Novel generalist prompt framework (Mimic) for multi-modality microscopy images.•First to introduce the memory network for the universal cell segmentation.•Mimic adapts to diverse microscopy scenes and cell types without domain transfer training.•Mimic outperforms existing generalist and foundational models across 12 public datasets.

External IDs:dblp:journals/mia/ZhengLDCHW25