Skip to main content

Toolbox for running N2V and friends.

Project description

CAREamics

License PyPI Python Version CI codecov Image.sc

CAREamics is a PyTorch library aimed at simplifying the use of Noise2Void and its many variants and cousins (CARE, Noise2Noise, N2V2, P(P)N2V, HDN, muSplit etc.).

Why CAREamics?

Noise2Void is a widely used denoising algorithm, and is readily available from the n2v python package. However, n2v is based on TensorFlow, while more recent methods denoising methods (PPN2V, DivNoising, HDN) are all implemented in PyTorch, but are lacking the extra features that would make them usable by the community.

The aim of CAREamics is to provide a PyTorch library reuniting all the latest methods in one package, while providing a simple and consistent API. The library relies on PyTorch Lightning as a back-end. In addition, we will provide extensive documentation and tutorials on how to best apply these methods in a scientific context.

Installation and use

Check out the documentation for installation instructions and guides!

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

careamics-0.0.11.tar.gz (285.6 kB view details)

Uploaded Source

Built Distribution

careamics-0.0.11-py3-none-any.whl (306.0 kB view details)

Uploaded Python 3

File details

Details for the file careamics-0.0.11.tar.gz.

File metadata

  • Download URL: careamics-0.0.11.tar.gz
  • Upload date:
  • Size: 285.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for careamics-0.0.11.tar.gz
Algorithm Hash digest
SHA256 30d252681c81b726eca5b1e200332e136e87649d5f30cfa1bb87993b2c2a030b
MD5 9fdb8554c8297210775e87feaac01fa9
BLAKE2b-256 6e84aef1c9af0b8ce322f17a1eeacc51a4e196f5b7464e6dfed0809129546295

See more details on using hashes here.

Provenance

The following attestation bundles were made for careamics-0.0.11.tar.gz:

Publisher: ci.yml on CAREamics/careamics

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file careamics-0.0.11-py3-none-any.whl.

File metadata

  • Download URL: careamics-0.0.11-py3-none-any.whl
  • Upload date:
  • Size: 306.0 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for careamics-0.0.11-py3-none-any.whl
Algorithm Hash digest
SHA256 99b07070f586e745913df0eab1a80bbeb312d60a72a813316a9ed3b4e4ed0ab9
MD5 a3e6018e5d2eabf8455221751e0b144e
BLAKE2b-256 d4b23aa4b7f00fd4cddcbb00725576c1a953df077dfb891037a9d5b0c805b921

See more details on using hashes here.

Provenance

The following attestation bundles were made for careamics-0.0.11-py3-none-any.whl:

Publisher: ci.yml on CAREamics/careamics

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

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