Brain Feature Extractor GMM

class brain_feature_extractor.BrainFeatureExtractorGMM(percentage: float = 0.3, pixel_level_feature: bool = False)[source]

The instance extracts features related to brain regions from an entire brain scan. The features represent the segmentation of the brain in the regions defined in the configuration file.

Parameters:

  • percentage (float) – Input image reduction percentage.

  • pixel_level_feature (bool) – If true, the segmentation returns the brain region of each pixel (MGABTD-pixel extractor). If false returns the percentage of pixels in each brain region (MGABTD-percent).

extract_features(path, verbose=False)[source]

Extract features of brain regions from a brain tomography DICOM file.