Table 2

The 20 most relevant features selected based on maximising the relevance and minimising the redundancy. Colour component, colour space, region of interest and feature type are shown for each feature

RankFeatureColour componentColour spaceROIFeature
type
1Nucleus/cytoplasm ratioCellGeometric
2PerimeterNucleusGeometric
3Equivalent diameterCellGeometric
4Kurtosis of the pseudo-granulometric curveCyanCMYKCellGranulometric
5Skewness of the histogramBlueRGBCellStat first order
6IMC1MagentaCMYKCellStat second order
7SD of the histogramBlueRGBCellStat first order
8Entropy 1 of the histogramMagentaCMYKCellStat first order
9Skewness of the histogramGreenRGBCellStat first order
10Mean of the pseudo-granulometric curveBlackCMYKCytoplasmGranulometric
11Mean of the histogramBlueRGBNucleusStat first order
12Cluster shadeSaturationHSVCellStat second order
13Mean of the histogramMagentaCMYKCytoplasmStat first order
14HomogeneityMagentaCMYKCellStat second order
15Kurtosis of the histogramSaturationHSVCellStat first order
16IMC1CyanCMYKNucleusStat second order
17HairinessCytoplasmGeometric
18SD of the histogramSaturationHSVCellStat first order
19CircularityNucleusGeometric
20HomogeneityBlackCMYKCytoplasmStat second order
  • CMYK (cyan, magenta, yellow, black); HSV (hue, saturation, value); RGB (red, green, blue).

  • IMC1, information measure of correlation 1;  ROI, regions of interest; Stat, statistical.