Code for paper Age-level bias correction in brain age prediction. Detail introduction of datasets, methods and hyper-parameters can be found here: Supplementary File of the Paper
- For running of age prediction methods on UK Biobank, ABIDE or OASIS, run files in corresponding script folder such as:
python ./pad_bias_correction/code/scripts/range_resnet3d34_sgd_script.py
- For running of bias corrections, we give a whole python script:
python ./pad_bias_correction/code/bia_correction/run_bias_correction.py
The detail bias methods can be found in
./pad_bias_correction/utils/bias_correction.py
Paper Link: https://doi.org/10.1016/j.nicl.2023.103319.
Please cite the paper as
@article{zhang2023age,
title={Age-level Bias Correction in Brain Age Prediction},
author={Zhang, Biao and Zhang, Shuqin and Feng, Jianfeng and Zhang, Shihua},
journal={NeuroImage: Clinical},
pages={103319},
year={2023},
publisher={Elsevier}
}
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