saulgoodenough/pad_bias_correction

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

Run commands:

• 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}
}

Please contact us via emailing littlebiao@outlook.com or opening a GitHub issue for any questions.