Alzheimer's Disease Classification

Diagnosis of Alzheimer’s Disease Based on Structural MRI Images using Machine Learning Techniques

Dataset

Open Access Series of Imaging Studies (OASIS) dataset which is publicly available here.

Requirements

1. Download and install Freesurfer for MRI images preprocessing from here (Follow the instruction in Freesurfer folder to run it on your VM).
2. Download and install FSL for visualization from here.
3. nipype python library

Data Preprocessing

1. Convert MRI images format to .nii file.
2. Run all preprocessing stages on .nii MRI files with mri_preprocessing.py file.
   Note: You have to provide subject_id and nii_file_path in the .py file.

Classification and Visualization

Follow the instructions in Classification and Visualization folder to produce the dataset after preprocessing, visualize data, and apply classification techniques on the dataset.