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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. All Imageomics code, data, models, and demos hosted on GitHub or Hugging Face are searchable through the Imageomics Catalog:

Screenshot of Imageomics Catalog, organized by most likes/stars

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] BioCLIP 2 is a biological foundation model trained on TreeOfLife-200M. Despite the narrow training objective, BioCLIP 2 yields ext…

    Python 64 9

  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 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 3

  4. pybioclip pybioclip Public

    Python package and CLI that simplifies using the BioCLIP family of foundation models.

    Python 59 13

  5. SST SST Public

    Official repo for paper "Static Segmentation by Tracking: A Frustratingly Label-Efficient Approach to Fine-Grained Segmentation". Ideal for specimen image trait segmentation.

    Jupyter Notebook 10 4

  6. TaxonoPy TaxonoPy Public

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

    Python 15

Repositories

Showing 10 of 116 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 8 2 Updated Apr 23, 2026
  • HComPNet Public

    Code repository for HComP-Net (ICLR'25)

    Imageomics/HComPNet’s past year of commit activity
    Python 2 MIT 2 0 1 Updated Apr 22, 2026
  • catalog Public template

    Catalog app for Imageomics code, data, models, and spaces hosted on GitHub and Hugging Face. Designed for improved discoverability of Imageomics products, the content is updated in real-time through calls to the GitHub and Hugging Face APIs. This repository also serves as a template for others looking to create a similar website.

    Imageomics/catalog’s past year of commit activity
    JavaScript 7 MIT 0 5 0 Updated Apr 22, 2026
  • imageomics.github.io Public

    Repository to host the Imageomics Institute's website.

    Imageomics/imageomics.github.io’s past year of commit activity
    0 CC-BY-4.0 0 0 1 Updated Apr 22, 2026
  • pybioclip Public

    Python package and CLI that simplifies using the BioCLIP family of foundation models.

    Imageomics/pybioclip’s past year of commit activity
    Python 59 MIT 13 12 (1 issue needs help) 3 Updated Apr 22, 2026
  • KABR Public

    Centralized resource to describe and link out to all components of the KABR project (Kenyan Animal Behavior Recognition).

    Imageomics/KABR’s past year of commit activity
    HTML 0 CC0-1.0 0 0 1 Updated Apr 22, 2026
  • kabr-tools Public

    Modular tools pipeline for annotating animal behavior. These were specifically designed during construction of the KABR dataset, and have been generalized with the KABR process provided as a reference example.

    Imageomics/kabr-tools’s past year of commit activity
    Python 7 MIT 0 9 1 Updated Apr 22, 2026
  • zarte-empirie Public

    Tools for attending to biological specimens and the traits that set them apart, interactively, through the lens of machine learning. A way of looking that extends what a researcher can perceive.

    Imageomics/zarte-empirie’s past year of commit activity
    0 MIT 0 0 0 Updated Apr 22, 2026
  • fair_drones Public

    The FAIR² Drones Data Standard provides a comprehensive framework for documenting drone-based wildlife datasets, ensuring they are Findable, Accessible, Interoperable, and Reusable, AI-Ready and are compliant with Darwin Core biodiversity data standards.

    Imageomics/fair_drones’s past year of commit activity
    1 CC0-1.0 0 1 0 Updated Apr 21, 2026
  • Finer-CAM Public

    This is an official implementation for Finer-CAM: Spotting the Difference Reveals Finer Details for Visual Explanation. [CVPR'25] Better understand discriminative traits between similar species.

    Imageomics/Finer-CAM’s past year of commit activity
    Jupyter Notebook 49 Apache-2.0 5 2 0 Updated Apr 21, 2026

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