Skip to main content

idtracker.ai tracks up to 100 unmarked animals from videos recorded in laboratory conditions using artificial intelligence. Free and open source.

Project description


image pipeline Documentation Status Supported Python versions PyPI downloads Licence eLife Paper

idtracker.ai tracks up to 100 unmarked animals from videos recorded in laboratory conditions using artificial intelligence. Free and open source.

This work has been published in eLife Methods, please include the following reference if you use this software in your research:

  • Jordi Torrents, Tiago Costa, Gonzalo G de Polavieja. New idtracker.ai: rethinking multi-animal tracking as a representation learning problem to increase accuracy and reduce tracking timese. Life14:RP107602 (2025)
    
  • @article{idtrackerai_2025,
              title={New idtracker.ai: rethinking multi-animal tracking as a representation learning problem to increase accuracy and reduce tracking times},
              url={https://doi.org/10.7554/eLife.107602},
              DOI={10.7554/elife.107602},
              publisher={eLife Sciences Publications, Ltd},
              journal={eLife},
              author={Torrents, Jordi and Costa, Tiago and de Polavieja, Gonzalo G},
              year={2025}
            }
    

Visit our website to find more information about the software, installation instructions, and user guides.

Installation for developers

On an environment with Python>=3.10 and a working installation of Pytorch (Torch and Torchvision) you can install the latest published idtracker.ai version by installing directly form the GitLab repo:

pip install git+https://gitlab.com/polavieja_lab/idtrackerai

Or install the developing version from the develop branch:

pip install git+https://gitlab.com/polavieja_lab/idtrackerai@develop

There exist two extra dependencies options:

  • dev to install tools for formatting, static analysis, building, publishing, etc.
  • docs to install needed packages to build documentation (sphinx and some plugins).

Contributors

  • Jordi Torrents (2022-)
  • Tiago Costa (2024)
  • Antonio Ortega (2021-2023)
  • Francisco Romero-Ferrero (2015-2022)
  • Mattia G. Bergomi (2015-2018)
  • Ricardo Ribeiro (2018-2020)
  • Francisco J.H. Heras (2015-2022)

For more information please send an email (info@idtracker.ai) or use the tools available at https://gitlab.com/polavieja_lab/idtrackerai.

Project details


Release history Release notifications | RSS feed

Download files

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

Source Distribution

idtrackerai-6.0.15a0.tar.gz (6.2 MB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

idtrackerai-6.0.15a0-py3-none-any.whl (6.3 MB view details)

Uploaded Python 3

File details

Details for the file idtrackerai-6.0.15a0.tar.gz.

File metadata

  • Download URL: idtrackerai-6.0.15a0.tar.gz
  • Upload date:
  • Size: 6.2 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.13.13

File hashes

Hashes for idtrackerai-6.0.15a0.tar.gz
Algorithm Hash digest
SHA256 14e1f0ecf9b0366e12af35750fa0f9d27b44a5a282dfac91706d6bc71091d25c
MD5 674392431c7f3ee4bfdfed174fb3c3f5
BLAKE2b-256 6bb46124f02b4d117aef8140fc1294b7cf78ef72637da5315805a76a50ab4b03

See more details on using hashes here.

File details

Details for the file idtrackerai-6.0.15a0-py3-none-any.whl.

File metadata

  • Download URL: idtrackerai-6.0.15a0-py3-none-any.whl
  • Upload date:
  • Size: 6.3 MB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.13.13

File hashes

Hashes for idtrackerai-6.0.15a0-py3-none-any.whl
Algorithm Hash digest
SHA256 d66e6be9b8724314a8e2c2af09cda21486c0dd48a3efbe7cd4d45ae3382504e2
MD5 b227bdcfb948e2d2e5ffeb5a7941f3d2
BLAKE2b-256 530c4fe3a5092535d4a6580986fec8229b086ad3a5300f726ce4e48a9afdd29f

See more details on using hashes here.

Supported by

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