Code repository for Evaluation of Thyroid Nodules Seen on Ultrasound: Comparison of Deep Learning to Radiologists Using ACR TI-RADS.
It contains multi-task CNN model definition, training, and inference scripts.
We used Keras framework with TensorFlow backend.
If you use this code in your research, consider citing:
@article{buda2019evaluation,
title={Evaluation of Thyroid Nodules Seen on Ultrasound: Comparison of Deep Learning to Radiologists Using ACR TI-RADS},
author={Buda, Mateusz and Wildman-Tobriner, Benjamin and Hoang, Jenny K and Thayer, David and Tessler, Franklin N and Middleton, William D and Mazurowski, Maciej A},
journal={Radiology},
year={2019},
publisher={Radiological Society of North America}
}
ROC curves comparing our method to radiologists for evaluating malignancy on the test set of 99 cases: