VGG Lung Nodule Classifier
Description
VGG Lung Nodule Classification Algorithm
Shiwen Shen, William Hsu
This algorithm classifies whether a 2D image patch contains a nodule or non-nodule. The algorithm is distributed as a Docker module. This release requires access to an NVIDIA GPU.
To run the Docker module,
1. Install NVIDIA Docker
https://github.com/NVIDIA/nvidia-docker
2. Unzip archive
3. Build Docker module (example command below for Ubuntu 16.04)
sudo nvidia-docker build -t vgg-nodule-classifier -f Dockerfile.gpu .
4. Run Docker module
sudo nvidia-docker run vgg-nodule-classifier
When the Docker module executes, the entire workflow from model training to evaluation will be executed with the final model outputted as the file vgg_model_and_weights.h5.
To transfer this file out of the Docker module, use the following command:
docker cp vgg-nodule-classifier:/vgg_model_and_weights.h5 <dest_path>