Radiomics#

Extraction workflow#

Radiomics([aggr_dim, aggr_method, ...])

Extract radiomics features from prepared ROI data.

Feature family calculators#

MorphologicalFeatures(spacing)

Morphological and shape descriptors for a 3D region of interest.

MorphologyCorrelationFeatures(spacing)

Spatial autocorrelation descriptors for a 3D region of interest.

LocalIntensityFeatures(spacing)

Local intensity peak features derived from the ROI and surrounding image.

IntensityStatisticsFeatures()

First-order statistics for continuous ROI intensities.

IntensityHistogramFeatures()

Histogram-based first-order statistics for discretized ROI intensities.

IntensityVolumeHistogramFeatures(...[, discr])

Intensity-volume histogram features computed from discretized intensities.

GLCM(aggr_dim, aggr_method[, slice_weight, ...])

Grey level co-occurrence matrix features.

GLRLM(aggr_dim, aggr_method[, slice_weight, ...])

Grey level run length matrix features.

GLSZM(aggr_dim[, slice_weight, slice_median])

Grey level size zone matrix features.

GLDZM(aggr_dim[, slice_weight, slice_median])

Grey level distance zone matrix features.

NGLDM(aggr_dim[, slice_weight, slice_median])

Neighbouring grey level dependence matrix features.

NGTDM(aggr_dim[, slice_weight, slice_median])

Neighbouring grey tone difference matrix features.