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. 2019 May 13;95(8):836–842. doi: 10.1002/cyto.a.23794

Table 2.

Highest ranked morphological features for lymphocyte classification. The table shows the most important features used by gradient boosting for lymphocyte classification using random undersampling

Feature Channel
Std intensity edge Brightfield
Lower quartile intensity Brightfield
MeanFrac Radial Distribution 4of4 Brightfield
Mean intensity Brightfield
Integrated intensity edge Darkfield
Granularity 1 Brightfield
FracAtD Radial Distribution 4of4 Brightfield
Granularity 1 Darkfield
DifferenceVariance Texture 3_0 Brightfield
Granularity 3 Brightfield

The first column contains the feature names and the second column contains the associated channel. Features were measured in the entire cell (no subcompartments of cells were defined). The features were sorted by their frequencies in 10 random undersampling test runs.