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3D Masked Autoencoders with Application to Anomaly Detection in Non-Contrast Enhanced Breast MRI

Code for our breast cancer anomaly detection paper.

MAEMI model

  • utils/ contains all the files to download the data and prepare patches
  • training/ involves the developed 3D masked autoencoder model and training scripts
  • inference/ holds files to generate anomaly maps and subtraction images

Cite as

@inproceedings{lang2023multispectral,
    title={Multispectral 3d masked autoencoders for anomaly detection in non-contrast enhanced breast mri},
    author={Lang, Daniel M and Schwartz, Eli and Bercea, Cosmin I and Giryes, Raja and Schnabel, Julia A},
    booktitle={MICCAI Workshop on Cancer Prevention through Early Detection},
    pages={55--67},
    year={2023},
    organization={Springer}
}

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3D masked autoencoder for anomaly detection

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