Tools

At the AI for Medicine Research Group, we are dedicated to advancing the field of precision medicine through the use of artificial intelligence. Collaboration is essential to make progress in this field, which is why we provide on our GitHub page the open-source code associated with our publications. We invite you to explore our tools and hope they will inspire your own research. If you’re interested in collaborating with us, please don’t hesitate to contact us at the email address provided on our website.

Featured

Slice Level Data Leakage

Effect of data leakage caused by inappropriate train/validation split of 3D MR image data.

Brain MRI Data Leakage CNN

Article

GitHub

Synthetic data generation

PACGAN

Generative adversarial network to synthesize brain MRI of Alzheimer’s patients and healthy controls, and perform classification.

GAN Classification Brain MRI Alzheimer Synthetic data

Article

GitHub

Code Ocean

Synthetic Images Metrics Toolkit

Collection of state-of-the-art metrics for the evaluation of the quality of synthetic images - AVAILABLE SOON

Synthetic data Validation

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Age prediction

Demo to predict the age based on brain MRI features.

Machine learning SVR XGBoost Explainability SHAP

GitHub