Brain-MRI-Age-Classification-using-Deep-Learning

版本 1.1 (74.2 MB) 作者: Vijay Iyer
MATLAB example using deep learning to classify chronological age from brain MRI images
1.1K 次下载
更新时间 2021/1/19

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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.

👀 View the example ▶️ Run the example

About the Data

The MRI scans used in this example were obtained during a study [1] 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

About the Workflow

This example uses the horizontal midslice images from the brain MRI scan volumes and classifies them into 3 categories according to the chronological age of the participant:

  1. Participants Aged 3-5
  2. Participants Aged 7-12
  3. 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 in MATLAB Online to run the example in your web browser with no installation required.

To run on your local machine or cloud instance, open & run the live script BrainMRIAgeClassificationUsingDeepLearning.mlx.

Requires:

References

[1] 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.

引用格式

Vijay Iyer (2024). 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. 检索来源 .

MATLAB 版本兼容性
创建方式 R2020a
兼容 R2019b 到 R2021a 的版本
平台兼容性
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版本 已发布 发行说明
1.1

See release notes for this release on GitHub: https://github.com/matlab-deep-learning/Brain-MRI-Age-Classification-using-Deep-Learning/releases/tag/v1.1

1.0.1

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

1.0.0.2

Add a modified version of main Live Script for rendering purposes

1.0.0.1

Update image

1.0.0

要查看或报告此来自 GitHub 的附加功能中的问题,请访问其 GitHub 仓库
要查看或报告此来自 GitHub 的附加功能中的问题,请访问其 GitHub 仓库