Explainable A.I. for MRI research using deep learning.
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.
pip install -U xai4mriGet started with xai4mri in Python:
import xai4mri as xaiVisit the documentation, for detailed information.
When using xai4mri, please cite the following papers:
[toolbox paper in prep] and Hofmann et al. (2022, NeuroImage).