Updated 19 Jan 2021
Brain MRI Age Classification Using Deep Learning
This example shows how to work with an MRI brain image dataset and how to use transfer learning to modify and retrain ResNet-18, a pretrained convolutional neural network, to perform image classification on that dataset.
The MRI scans used in this example were obtained during a study  of social brain development conducted by researchers at the Massachussets Institute of Technology (MIT), and are available for download via the OpenNEURO platform: https://openneuro.org/datasets/ds000228/versions/1.1.0
This example shows how horizontal midslice images from the brain MRI scan volumes can be classified into 3 categories according to the chronological age of the participant:
- Participants Aged 3-5
- Participants Aged 7-12
- Participants older than 18, classified as Adults
This example works though multiple steps of a deep learning workflow:
- Exploring a public brain MRI image dataset
- Preparing the dataset for deep learning
- Training a deep learning model to perform chronological age classification
- Evaluating the trained model
Running the Example
Open and run the live script
- MATLAB (version R2019b or later)
- Deep Learning Toolbox
- Image Processing Toolbox
 Richardson, H., Lisandrelli, G., Riobueno-Naylor, A., & Saxe, R. (2018). Development of the social brain from age three to twelve years. Nature Communications, 9(1), 1027. https://doi.org/10.1038/s41467-018-03399-2
Copyright 2020 The MathWorks, Inc.
Vijay Iyer (2023). Brain-MRI-Age-Classification-using-Deep-Learning (https://github.com/matlab-deep-learning/Brain-MRI-Age-Classification-using-Deep-Learning/releases/tag/v1.1), GitHub. Retrieved .
MATLAB Release Compatibility
Platform CompatibilityWindows macOS Linux
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!Start Hunting!
Discover Live Editor
Create scripts with code, output, and formatted text in a single executable document.
Versions that use the GitHub default branch cannot be downloaded
See release notes for this release on GitHub: https://github.com/matlab-deep-learning/Brain-MRI-Age-Classification-using-Deep-Learning/releases/tag/v1.1
See release notes for this release on GitHub: https://github.com/matlab-deep-learning/Brain-MRI-Age-Classification-using-Deep-Learning/releases/tag/v1.0.1
Add a modified version of main Live Script for rendering purposes