Classification of lung nodules in CT scans using three-dimensional deep convolutional neural networks with a checkpoint ensemble method.
Hwejin JungBumsoo KimInyeop LeeJunhyun LeeJaewoo KangPublished in: BMC Medical Imaging (2018)
Keyphrases
- lung nodules
- computed tomography
- ct images
- ct scans
- ensemble methods
- three dimensional
- computer aided detection
- computer aided diagnosis
- medical images
- medical imaging
- low dose
- convolutional neural networks
- machine learning methods
- x ray
- computer tomography
- decision trees
- ct data
- x ray images
- prediction accuracy
- image reconstruction
- benchmark datasets
- computer aided
- classification accuracy
- ensemble classifier
- machine learning
- machine learning algorithms
- random forest
- pulmonary nodules
- feature vectors
- text classification
- region of interest
- multi view
- training set
- image segmentation
- support vector machine svm
- cad systems
- lung cancer
- image analysis
- high resolution
- multi class