Janelia Research Campus
Browse

Automatic nuclei segmentations in near-isotropic, reconstructed volume electron microscopy (FIB-SEM) of mouse guard hair follicle (jrc_mus-guard-hair-follicle) model

online resource
posted on 2025-02-14, 19:53 authored by CellMap Project TeamCellMap Project Team, Emma Avetissian, Jeff Rhoades


Model description: Cellpose 3.0.9 was trained on nuclei from 22 2D slices from COLLECTION_ID.

Architecture: Cellpose 3.0.9

Number of parameters: 6600845

Input voxel size (nm): 128 x 128 x 128 (X, Y, Z)

Output voxel size (nm): 128 x 128 x 128 (X, Y, Z)

Classes trained on: Nucleus

Training steps: 22000

Epochs: 1000

GPU: NVIDIA TITAN RTX

RAM: 251.0 GiB

Model wall time (sec): 503.88

Software: Cellpose 3.0.9

Software DOI: https://doi.org/10.1038/s41592-022-01663-4

Source dataset (EM) ID: jrc_mus-guard-hair-follicle

Source dataset (EM) DOI: https://doi.org/10.25378/janelia.23969052

Generated dataset DOI: https://doi.org/10.25378/janelia.26506519

Model URL: https://data.janelia.org/wbeiO9

Github repo: https://github.com/janelia-cellmap/cellmap-models

Visualization website: https://openorganelle.janelia.org/datasets/jrc_mus-guard-hair-follicle

History