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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 43 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 57 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 6

Repositories

Showing 10 of 101 repositories
  • 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 4 0 Updated Dec 19, 2025
  • cautious-robot Public

    Simple images from CSV downloader that runs and records checksums on downloaded image folder.

    Imageomics/cautious-robot’s past year of commit activity
    Python 5 MIT 1 9 (1 issue needs help) 1 Updated Dec 19, 2025
  • Imageomics-guide Public

    Imageomics-focused guide to collaborative work, including GitHub and Hugging Face workflows.

    Imageomics/Imageomics-guide’s past year of commit activity
    Python 4 CC0-1.0 0 7 (1 issue needs help) 1 Updated Dec 19, 2025
  • kabr-tools Public

    Tools for working with data for annotating animal behavior. These were specifically designed during construction of the KABR dataset.

    Imageomics/kabr-tools’s past year of commit activity
    Python 7 MIT 0 15 7 Updated Dec 19, 2025
  • 2026-02-09-osu-online Public

    Software Carpentry Workshop on Version Control with Git and R for Scientific Reproducibility

    Imageomics/2026-02-09-osu-online’s past year of commit activity
    HTML 0 0 0 0 Updated Dec 19, 2025
  • invasives-project Public

    Repository for the invasive species project as part of the AI & Ecology Course field component in HI.

    Imageomics/invasives-project’s past year of commit activity
    Jupyter Notebook 0 MIT 0 0 1 Updated Dec 18, 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 18, 2025
  • carabidae_beetle_processing Public

    Pipeline for processing, analyzing, and validating beetle specimen images and morphometric measurements from NEON (National Ecological Observatory Network) beetle specimens (specifically for 2018 NEON Beetles and Hawaii Beetles datasets).

    Imageomics/carabidae_beetle_processing’s past year of commit activity
    Jupyter Notebook 0 MIT 1 0 0 Updated Dec 18, 2025
  • ecoCroissant Public

    Repository for developing croissant-based biodiversity metadata schema following FAIR4AI principles.

    Imageomics/ecoCroissant’s past year of commit activity
    1 0 0 1 Updated Dec 18, 2025
  • bioclip-vector-db Public

    Vector database training data retrieval of BioCLIP-embedded nearest neighbors.

    Imageomics/bioclip-vector-db’s past year of commit activity
    Python 0 MIT 1 13 4 Updated Dec 18, 2025

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