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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. INTR INTR Public

    This is an official implementation for [ICLR'24] INTR: Interpretable Transformer for Fine-grained Image Classification.

    Jupyter Notebook 51 4

  2. bioclip bioclip Public

    This is the repository for the BioCLIP model and the TreeOfLife-10M dataset [CVPR'24 Oral, Best Student Paper].

    Python 214 22

  3. Andromeda Andromeda Public

    A website that enables users to explore high-dimensional image data

    Jupyter Notebook 2 1

  4. dashboard-prototype dashboard-prototype Public

    Prototype data dashboard for Imageomics Data

    Python 5 2

  5. pybioclip pybioclip Public

    Python package that simplifies using the BioCLIP foundation model.

    Python 36 7

  6. data-workshop-AH-2024 data-workshop-AH-2024 Public

    Repository for Mastering Data Management Workshop at the All Hands 2024.

    Jupyter Notebook 2 2

Repositories

Showing 10 of 81 repositories
  • HDR-SMood-Challenge Public

    Repository for Imageomics' CodaBench challenge as part of the HDR Scientific Mood ML Challenge.

    Imageomics/HDR-SMood-Challenge’s past year of commit activity
    Python 2 MIT 0 0 1 Updated Aug 15, 2025
  • Collaborative-distributed-science-guide Public template

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

    Imageomics/Collaborative-distributed-science-guide’s past year of commit activity
    Python 0 CC0-1.0 0 0 0 Updated Aug 15, 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 15 (1 issue needs help) 1 Updated Aug 15, 2025
  • 2025-08-15-osu-online Public

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

    Imageomics/2025-08-15-osu-online’s past year of commit activity
    HTML 0 0 0 0 Updated Aug 15, 2025
  • Imageomics-NeurIPS-2025 Public

    Imageomics: Discovering Biological Knowledge from Images Using AI workshop at NeurIPS 2025

    Imageomics/Imageomics-NeurIPS-2025’s past year of commit activity
    HTML 0 CC0-1.0 0 0 0 Updated Aug 14, 2025
  • hpc-inference Public

    A high-performance computing solution for efficient batch inference on large-scale image datasets.

    Imageomics/hpc-inference’s past year of commit activity
    Python 0 MIT 0 8 1 Updated Aug 13, 2025
  • naturelab Public

    Bridging Digital and Natural Worlds at The Wilds

    Imageomics/naturelab’s past year of commit activity
    Jupyter Notebook 0 MIT 2 0 0 Updated Aug 11, 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
    Jupyter Notebook 0 MIT 1 7 3 Updated Aug 9, 2025
  • Image-Datapalooza-2023 Public

    Repository for the Image Datapalooza 2023 event held at OSU in August 2023.

    Imageomics/Image-Datapalooza-2023’s past year of commit activity
    3 CC0-1.0 2 8 (1 issue needs help) 0 Updated Aug 6, 2025
  • HDR-anomaly-challenge-sample Public

    Sample Submission Repository for the 2024 HDR Anomaly Challenge

    Imageomics/HDR-anomaly-challenge-sample’s past year of commit activity
    Jupyter Notebook 6 MIT 4 1 4 Updated Aug 6, 2025