CellPilot, a SAM-based model fine-tuned with LoRA on nine histopathology datasets, achieves better interactive segmentation than SAM, MedSAM, and SimpleClick on most held-out cell and gland datasets.
The seg- mentation of cells and glands in tissue allows for the analy- sis of shape and frequency, which can be indicators of dis- ease
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CellPilot: A unified approach to automatic and interactive segmentation in histopathology
CellPilot, a SAM-based model fine-tuned with LoRA on nine histopathology datasets, achieves better interactive segmentation than SAM, MedSAM, and SimpleClick on most held-out cell and gland datasets.