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DeepImageJ

The ImageJ plugin to run deep-learning models

DeepImageJ is a user-friendly plugin that enables the use of a variety of pre-trained deep learning models in ImageJ. The plugin bridges the gap between deep learning and standard life-science applications. DeepImageJ runs image-to-image operations on a standard CPU-based computer or on GPU, and does not require any deep learning expertise.

Visit the DeepImageJ website at https://deepimagej.github.io/deepimagej

Conditions of use

The DeepImageJ project is an open source software (OSS) under the BSD 2-Clause License. All the resources provided here are freely available.

As a matter of academic integrity, we strongly encourage users to include adequate references whenever they present or publish results that are based on the resources provided here.

References

  • If you used one of the material provided within DeepImageJ such as trained models or Python notebooks, cite their authors' work.
  • Gómez-de-Mariscal, E., García-López-de-Haro, C., Ouyang, W., Donati, L., Lundberg, L., Unser, M., Muñoz-Barrutia, A. and Sage, D., "DeepImageJ: A user-friendly environment to run deep learning models in ImageJ", Nat Methods 18, 1192–1195 (2021). https://doi.org/10.1038/s41592-021-01262-9

Deep ImageJ's Projects

bioimage.io icon bioimage.io

Website for the BioImage Model zoo -- a model zoo for bioimage analysis.

case-studies icon case-studies

A specialized repository focused on the reproducibility of deepImageJ case studies.

imagej-macros icon imagej-macros

ImageJ macros to use for preprocessing and post processing steps

pydeepimagej icon pydeepimagej

Python package to export tensorflow models as DeepImageJ bundled models

workshop-materials icon workshop-materials

This repository serves as a comprehensive resource hub for workshops on DeepImageJ, designed to empower participants with hands-on experience in deep learning-based image analysis.

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