xai4mri

Explainable A.I. for MRI research using deep learning.

What is xai4mri

xai4mri is designed for advanced MRI analysis combining deep learning with explainable A.I. (XAI). It offers the following key functionalities:

• Data Integration: Effortlessly import new MRI datasets and apply the models to generate accurate predictions.
• Model Loading: Load (pretrained) 3D-convolutional neural network models tailored for MRI predictions.
• Interpretation Tools: Utilize analyzer tools, such as Layer-wise Relevance Propagation (LRP), to interpret model predictions through intuitive heatmaps.

With xai4mri, you can complement your MRI analysis pipeline, ensuring precise predictions and insightful interpretations.

Quick-start

pip install -U xai4mri

Get started with xai4mri in Python:

import xai4mri as xai

Visit the documentation, for detailed information.

Citation

When using xai4mri, please cite the following papers: [toolbox paper in prep] and Hofmann et al. (2022, NeuroImage).