Anatomically-Informed Data Augmentation for functional MRI with Applications to Deep Learning

no code implementations • 17 Oct 2019 • Kevin P. Nguyen, Cherise Chin Fatt, Alex Treacher, Cooper Mellema, Madhukar H. Trivedi, Albert Montillo

This method is tested on a challenging task of predicting antidepressant treatment response from pre-treatment task-based fMRI and demonstrates a 26% improvement in performance in predicting response using augmented images.

Data Augmentation Hyperparameter Optimization