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Deep Learning for End-to-End Kidney Cancer Diagnosis on Multi-Phase Abdominal Computed Tomography

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Deep Learning for End-to-End Kidney Cancer Diagnosis on Multi-Phase Abdominal Computed Tomography

Framework

framework

Results (AI vs Radiologists)

figure_2

Requirements

  • Python 3.6
  • Pytorch 1.2
  • Ubuntu 16.04
  • TITAN Xp

Installation

git clone https://github.com/khuhm/deep-kidney-cancer.git
cd deep-kidney-cancer/

Training

python train.py

Evaluation

python eval.py

Citation

Uhm, KH., Jung, SW., Choi, M.H. et al. Deep learning for end-to-end kidney cancer diagnosis on multi-phase abdominal computed tomography. npj Precis. Onc. 5, 54 (2021). https://doi.org/10.1038/s41698-021-00195-y

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