Welcome to Instrument-To-Instrument (ITI) tool documentation!

ITI is an AI tool capable of translating between different image domains. It is based on a Generative Adversarial Network (GAN) with unpaired image-to-image translation. This allows for:

• Image enhancement

• Instrument intercalibration

• Super-resolution

for many science domains. The tool has been applied to heliophysics and earth science use cases.

The framework is built on submodules that can be used independently. This allows to use the ITI tool end-to-end or to use only the parts that are needed, e.g. to obtain an ML-ready dataset.

Installation

Information on how to install the ITI tool with its requirements.

Download

Data download.

Dataloader

Dataloader.

Training

Training.

Translation

Translation.

Links

• ITI paper: https://doi.org/10.48550/arXiv.2401.08057

• Translate your own data: https://colab.research.google.com/github/RobertJaro/InstrumentToInstrument/blob/master/examples/ITI_translation.ipynb

• GPU support: https://pytorch.org/get-started/locally/

• Weights and Biases: https://wandb.ai/site