To achieve these improvements, we finetune SAM on a large LM dataset (ca. 50k images, 1.2M annotated cells) and on a large EM dataset (ca. 5k images, 90k annotated nuclei and mitos). We also add a new decoder for instance segmentation, which provides efficient automatic segmentation.