Skip to main content

Repository of model architectures and network weights used for CellMap segmentations.

Project description

GitHub Org's stars

CellMap logo

cellmap-models

GitHub Downloads (all assets, all releases) GitHub License Python Version from PEP 621 TOML

tests black mypy codecov

This package contains the models used for segmention by the CellMap project team at HHMI Janelia.

Installation

We strongly recommend installing within a conda (or mamba) environment to install the package.

conda env create -y -n cellmap python=3.10 pytorch -c pytorch
conda activate cellmap
pip install cellmap-models

Usage

import cellmap_models

Different models are available in the cellmap-models module. For example, to use the models produced by the COSEM pilot project team, and published as part of Whole-cell organelle segmentation in volume electron microscopy:

import cellmap_models.cosem as cosem_models
print(cosem_models.models_list)

This will list the available models. To load a specific model, use the load_model function:

model = cosem_models.load_model('setup04/1820500')

More information on each set of models and how to use them is available in the README.md file in the corresponding subdirectory.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

cellmap_models-0.1.0.tar.gz (21.7 kB view details)

Uploaded Source

Built Distribution

cellmap_models-0.1.0-py3-none-any.whl (29.0 kB view details)

Uploaded Python 3

File details

Details for the file cellmap_models-0.1.0.tar.gz.

File metadata

  • Download URL: cellmap_models-0.1.0.tar.gz
  • Upload date:
  • Size: 21.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.1.1 CPython/3.9.19

File hashes

Hashes for cellmap_models-0.1.0.tar.gz
Algorithm Hash digest
SHA256 7869fc0e5018e19a448192734c8f506827e28486fc97c512a359dd85a14a67e3
MD5 b55974e5e26673bc85d5a0473938e78a
BLAKE2b-256 efef4bf07d26d1727da20cc45a5966a262521d7557df397c3f9193ae42b2f6f9

See more details on using hashes here.

File details

Details for the file cellmap_models-0.1.0-py3-none-any.whl.

File metadata

File hashes

Hashes for cellmap_models-0.1.0-py3-none-any.whl
Algorithm Hash digest
SHA256 8ec055e28654c59102ec32c990cc816cd94f7e8d2f04bfe62cb427ff8171df5b
MD5 a0c0a0283c93ecbf35750df9fcf22f71
BLAKE2b-256 fe97c79bfb5574a359ada3edf0eae9ee0aa19867da0e1fd012ba6037f3ac168d

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page