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BioImage Model Zoo: Advanced models in one-click

Contributors

Questions

Objectives

last_modification Last modification: Oct 5, 2023

BioImage Model Zoo

Speaker Notes The BioImage Model Zoo is integrated with different softwares such as Fiji, ilastik, ImJoy and more. You can try the models instantly with BioEngine and contribute your models via Github. You can also link models to datasets and applications. —

Introduction

The BioImage Model Zoo is destined for two different end users:

Description of the bioimage.io

Speaker Notes The BioImage Model Zoo is a community-driven AI model repository. The aim is to facilitate the adoption of AI methods among the bioimaging community by providing easy access to pretrained AI models. By establishing a common Model Resource Description File Specification, the model zoo serves as a distribution point for deep learning models trained to perform bioimage analysis tasks. —

Who is funding it?

AI4Life AI models and methods 4 the Life Sciences

Speaker Notes Currently, the bioimage io is being funded by the AI4Life project, research services and infrastructure to support life scientists in the adoption of machine learning solutions that improve the utility and interpretability of image data – the key to future biological and biomedical research. —

Who is currently contributing?

bioimage.io Community Partners

Community partners such as ilastik, ImJoy, Fiji, deepImageJ, ZeroCostDL4Mic, QuPath, Icy and more!

Speaker Notes Several founding partners including ilastik, ImJoy, Fiji, deepImageJ, ZeroCostDL4Mic, QuPath and Icy are involved in the creation of the model zoo and we welcome more community partners to join the efforts. —

Only these ones?

Welcome! We encourage you to submit or run models, use our tools or even become a Community Partner!

Speaker Notes The model zoo is open for contributions from the community partners and external individuals. You are welcome to submit models to the model zoo. We will do our best to ensure you have a smooth experience contributing your work which will of course remain in your IP with all necessary attributions. —

How does it work?

Operation of bioimage.io

Speaker Notes The BioImage Model Zoo is a repository with many trained models ready to use on many different AI-powered bioimage analysis tools. You can either upload your trained model so it is shared among the community or use that model through any of our user-friendly softwares between the community partners. All models will appear on their own model card. In each card several information about how to download it, run it, who made it and more can be found. Finally, there are many different applications for that models such as segmentation, classification, artificial labeling, denoising, super-resolution and more. —

Why should I be using it?

Speaker Notes There are many reasons for which you should be using the bioimage.io to run and upload your models. One of them is that we are an open-source project and we believe in sharing. And then, if you are willing to run deep-learning models, you will be able to do it in many different user-friendly softwares. Or, if you have a model and you want to upload it, you can share it among many people that will use it and cite you.


Thank you!

This material is the result of a collaborative work. Thanks to the Galaxy Training Network and all the contributors! page logo This material is licensed under the Creative Commons Attribution 4.0 International License.