svella9 / Semi-Supervised-Learning-To-Improve-Lung-Cancer-Detection

Boost lung Cancer Detection using Generative model and Semi-Supervised Learning

Semi-Supervised-Learning-To-Improve-Lung-Cancer-Detection

Boost lung Cancer Detection using Generative model and Semi-Supervised Learning

Dataset Used for Training

• LUNA16 dataset (https://luna16.grand-challenge.org/download/)
• Kaggle Data Science Bowl 2017 (https://www.kaggle.com/c/data-science-bowl-2017/data)

Architecture

Results

Nodule Detector Results

Generator Results

Classifier Results

Method	Accuracy
Supervised Learning	64 %
Semi-Supervised Learning	87.3 %

Resources

• Kaggle Data Science Bowl 2017 Kernel [link]
• Luna2016-Lung-Nodule-Detection [link]
• Semi-supervised learning GAN in Tensorflow [link]
• DSB2017 [link]
• Keras-GAN [link]
• Building powerful image classification models using very little data [link]

Contributors:

1. Dhamodhran (@svella9)
2. Siddharth R Koti (siddharthkoti)
3. Vijay M Mundaragi (Vijay-Mundaragi)