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Automatic nuclei segmentations in near-isotropic, reconstructed volume electron microscopy (FIB-SEM) of mouse Meissner corpuscle (double-innervated) (jrc_mus-meissner-corpuscle-2) model

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posted on 2025-02-14, 20:06 authored by CellMap Project TeamCellMap Project Team, Emma Avetissian, Jeff Rhoades
<p><br></p><p dir="ltr"><b>Model description</b>: Cellpose 3.0.9 was trained on nuclei from 27 2D slices from jrc_mus-meissner-corpuscle-2.</p><p dir="ltr"><b>Architecture</b>: Cellpose 3.0.9</p><p dir="ltr"><b>Number of parameters</b>: 6600845</p><p dir="ltr"><b>Input voxel size (nm)</b>: 128 x 128 x 128 (X, Y, Z)</p><p dir="ltr"><b>Output voxel size (nm)</b>: 128 x 128 x 128 (X, Y, Z)</p><p dir="ltr"><b>Classes trained on</b>: Nucleus</p><p dir="ltr"><b>Training steps</b>: 27000</p><p dir="ltr"><b>Epochs</b>: 1000</p><p dir="ltr"><b>GPU</b>: NVIDIA TITAN RTX</p><p dir="ltr"><b>RAM</b>: 251.0 GiB</p><p dir="ltr"><b>Model wall time (sec)</b>: 567.55</p><p dir="ltr"><b>Software</b>: Cellpose 3.0.9</p><p dir="ltr"><b>Software DOI</b>: <a href="https://doi.org/10.1038/s41592-022-01663-4" target="_blank"><u>https://doi.org/10.1038/s41592-022-01663-4</u></a></p><p dir="ltr"><b>Source dataset (EM) ID</b>: jrc_mus-meissner-corpuscle-2</p><p dir="ltr"><b>Source dataset (EM) DOI</b>: <a href="https://doi.org/10.25378/janelia.23969106" rel="noreferrer noopener" target="_blank">https://doi.org/10.25378/janelia.23969106</a></p><p dir="ltr"><b>Generated dataset DOI</b>: <a href=" https://doi.org/10.25378/janelia.26506543" rel="noreferrer" target="_blank">https://doi.org/10.25378/janelia.26506543</a></p><p dir="ltr"><b>Model URL</b>: <a href="https://data.janelia.org/UAlMG7" rel="noreferrer" target="_blank">https://data.janelia.org/UAlMG7</a></p><p dir="ltr"><b>Github repo</b>: <a href="https://github.com/janelia-cellmap/cellmap-models" target="_blank"><u>https://github.com/janelia-cellmap/cellmap-models</u></a></p><p dir="ltr"><b>Visualization website</b>: <a href="https://openorganelle.janelia.org/datasets/jrc_mus-meissner-corpuscle-2" rel="noreferrer" target="_blank">https://openorganelle.janelia.org/datasets/jrc_mus-meissner-corpuscle-2</a></p>

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