Updated Tue, 19 Jan 2021 16:41:49 +0000
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
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 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 .
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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
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