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Imageomics: Bringing machine learning to life.

The Imageomics Institute GitHub organization hosts the development and distribution of a collection of open-source ML tools used to study the biological information encoded in images and videos integrated with structured biological knowledge.

What is the Imageomics Institute?

The Imageomics Institute is funded by the US National Science Foundation's Harnessing the Data Revolution (HDR) program under Award #2118240 (Imageomics: A New Frontier of Biological Information Powered by Knowledge-Guided Machine Learning). It started in Oct 2021.

You can find a full mission, vision, and abstract under the Imageomics website's About page. In short, the vision of the Institute is to "establish a new scientific field called imageomics that harnesses revolutions in data science and computing, as well as the rapidly expanding collections of biological image data, in order to accelerate biological understanding of phenotypic traits extracted from images of organisms."

History

The inception and research of the Imageomics Institute builds heavily on the "Biology-Guided Neural Networks for Discovering Phenotypic Traits" (BGNN) project, also funded by the US National Science Foundation. BGNN itself built in part on the Phenoscape project (funded by NSF multiple times), which started in 2007 and was incubated at the NSF-funded National Evolutionary Synthesis Center (NESCent).

Code repositories overview

Due to the history (see above) and highly collaborative and cross-disciplinary nature of the Institute, important software products and other code repositories are distributed over several organizations in GitHub, in addition to the ones found here. The following gives an overview and useful links.

Imageomics Institute

Institute collaborators


Disclaimer: Any opinions, findings and conclusions or recommendations expressed in the materials here are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.

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  1. bioclip-2 bioclip-2 Public

    Repository for the BioCLIP 2 model project. [NeurIPS'25 Spotlight]

    Python 42 8

  2. Collaborative-distributed-science-guide Collaborative-distributed-science-guide Public template

    Template guide to collaborative work, including GitHub and Hugging Face workflows. Co-developed with the Imageomics Guide.

    Python 1

  3. emb-explorer emb-explorer Public

    An interactive tool for classifying images with a pretrained model and exploring clustering results in 2D space.

    Python

  4. pybioclip pybioclip Public

    Python package that simplifies using the BioCLIP foundation model.

    Python 56 10

  5. SST SST Public

    Official repo for paper "Static Segmentation by Tracking: A Frustratingly Label-Efficient Approach to Fine-Grained Segmentation"

    Jupyter Notebook 10 3

  6. TaxonoPy TaxonoPy Public

    A Python package for efficiently aligning organismal taxonomic hierarchies using the Global Names Verifier

    Python 5

Repositories

Showing 10 of 99 repositories
  • HDR-SMood-Challenge-sample Public

    Sample Submission Repository for the 2025 HDR Scientific Mood Challenge (Modeling out of distribution).

    Imageomics/HDR-SMood-Challenge-sample’s past year of commit activity
    Jupyter Notebook 0 MIT 1 0 4 Updated Dec 6, 2025
  • TreeOfLife-toolbox Public

    Source-specific tools for processing data (images) downloaded using distributed downloader and relies on MPI.

    Imageomics/TreeOfLife-toolbox’s past year of commit activity
    Jupyter Notebook 2 MIT 1 9 23 Updated Dec 6, 2025
  • bioclip-app Public
    Imageomics/bioclip-app’s past year of commit activity
    1 0 0 0 Updated Dec 6, 2025
  • repo-exporter Public

    A Python script that collects key info (Name, description, creation date, last updated date, contributors, etc.) from all repos in a GitHub organization and saves it to a color-coded Google Sheet file of choice.

    Imageomics/repo-exporter’s past year of commit activity
    Python 2 MIT 0 3 2 Updated Dec 6, 2025
  • phylo-diffusion Public

    ECCV 2024

    Imageomics/phylo-diffusion’s past year of commit activity
    Python 6 MIT 1 1 0 Updated Dec 6, 2025
  • mmla Public

    Scripts for MMLA dataset

    Imageomics/mmla’s past year of commit activity
    Jupyter Notebook 5 MIT 0 0 10 Updated Dec 5, 2025
  • pygbif Public Forked from gbif/pygbif

    GBIF Python client

    Imageomics/pygbif’s past year of commit activity
    Python 0 MIT 36 0 1 Updated Dec 5, 2025
  • catalog Public

    Catalog app for Imageomics code, data, models, and spaces hosted on GitHub and Hugging Face.

    Imageomics/catalog’s past year of commit activity
    JavaScript 2 MIT 0 6 0 Updated Dec 5, 2025
  • .github Public
    Imageomics/.github’s past year of commit activity
    0 MIT 1 0 0 Updated Dec 5, 2025
  • mimicry-madness Public

    Project repo for mimicry exploration during FuncaPalooza 2025!

    Imageomics/mimicry-madness’s past year of commit activity
    Jupyter Notebook 1 MIT 0 0 1 Updated Dec 5, 2025

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