Fig. 2.

Flowchart of three-dimensional (3D) machine learning for CT texture analysis. Flowchart of the proposed method. At the feature extraction stage, likelihood of each texture pattern’s occurrence on every voxel is calculated. At the classification stage, probability of each texture pattern is calculated from the features extracted on each voxel. Finally, each voxel is labeled with a specific texture pattern showing the maximum posterior probability