Training dataset: 826 320x320 px crops extracted from the Omnipose dataset (bact_fluor train, bact_phase train), the microbeSEG dataset, and the Cell Tracking Challenge datasets BF-C2DL-HSC, BF-C2DL-MuSC, Fluo-N2DL-HeLa, and PhC-C2DL-PSC. Mean AJI+ scores on a test dataset with 32 320x320 px crops: - boundary_model_adam: 0.769 - boundary_model_ranger: 0.783 - distance_model_adam: 0.802 (thresholds 0.075, 0.35) - distance_model_ranger: 0.835 (thresholds 0.075, 0.35) When using these models, please cite (and check if pre-prints have meanwhile been published in a journal/conference): - our microbeSEG publication, pre-print: https://doi.org/10.1101/2022.04.29.489998 - our method publication: https://doi.org/10.1371/journal.pone.0243219 - the Omnipose publication, pre-print: https://doi.org/10.1101/2021.11.03.467199 - the latest Cell Tracking Challenge publication, currently: https://doi.org/10.1038/nmeth.4473 Omnipose data license: www.cellpose.org/dataset_omnipose