Knowledge-based Collaborative Deep Learning for Benign-Malignant Lung Nodule Classification on Chest CT
This repository includes the code of the MVKBC model which will be published by IEEE TMI.
- Keras
- Tensorflow
- Python 2.7
The LIDC-IDRI Dataset used for the experimentation can be found in https://wiki.cancerimagingarchive.net/display/Public/LIDC-IDRI.
The tool in https://github.com/taznux/lung-image-analysis is used to extract lung nodules and labels.
If you use this code, please cite the following:
@ARTICLE{8494708,
author={Y. Xie and Y. Xia and J. Zhang and Y. Song and D. Feng and M. Fulham and W. Cai},
journal={IEEE Transactions on Medical Imaging},
title={Knowledge-based Collaborative Deep Learning for Benign-Malignant Lung Nodule Classification on Chest CT},
year={2018},
volume={},
number={},
pages={1-1},
keywords={Lung;Cancer;Feature extraction;Computed tomography;Three-dimensional displays;Shape;Machine learning;Lung nodule classification;deep learning;collaborative learning;computed tomography (CT)},
doi={10.1109/TMI.2018.2876510},
ISSN={0278-0062},
month={},}