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. 2021 Jul 12;34(5):1237–1248. doi: 10.1007/s10278-021-00487-6

Table 5.

List of all 105 features by category, name and label extracted using PyRadiomics. More details about each feature definition can be found in PyRadiomics documentary (https://pyradiomics.readthedocs.io/en/latest/features.html)

Label Shape Label Gray-level run length matrix Label Neighborhood gray tone difference matrix Label First-order statistics Label Gray-level size zone Label Gray-level co-occurrence matrix Label Gray-level dependence matrix
1 VoxelVolume 13 RunLengthNonUniformityNormalized 29 Contrast 34 Maximum 52 SizeZoneNonUniformity 68 Contrast 92 SmallDependenceEmphasis
2 Maximum2DDiameterRow 14 HighGrayLevelRunEmphasis 30 Strength 35 Energy 53 ZonePercentage 69 MaximumProbability 93 DependenceEntropy
3 Maximum3DDiameter 15 GrayLevelVariance 31 Coarseness 36 Median 54 GrayLevelVariance 70 ClusterShade 94 GrayLevelVariance
4 SurfaceVolumeRatio 16 RunPercentage 32 Complexity 37 Minimum 55 LargeAreaLowGrayLevelEmphasis 71 DifferenceVariance 95 LowGrayLevelEmphasis
5 Sphericity 17 RunVariance 33 Busyness 38 MeanAbsoluteDeviation 56 LowGrayLevelZoneEmphasis 72 JointEntropy 96 DependenceNonUniformity
6 MinorAxisLength 18 ShortRunLowGrayLevelEmphasis 39 InterquartileRange 57 HighGrayLevelZoneEmphasis 73 SumSquares 97 SmallDependenceHighGrayLevelEmphasis
7 SurfaceArea 19 ShortRunHighGrayLevelEmphasis 40 Kurtosis 58 ZoneVariance 74 ClusterProminence 98 SmallDependenceLowGrayLevelEmphasis
8 Maximum2DDiameterColumn 20 RunEntropy 41 90Percentile 59 SizeZoneNonUniformityNormalized 75 MCC 99 LargeDependenceEmphasis
9 MajorAxisLength 21 LongRunHighGrayLevelEmphasis 42 Entropy 60 SmallAreaEmphasis 76 SumEntropy 100 HighGrayLevelEmphasis
10 MeshVolume 22 RunLengthNonUniformity 43 RootMeanSquared 61 SmallAreaHighGrayLevelEmphasis 77 Id 101 DependenceVariance
11 Maximum2DDiameterSlice 23 LongRunLowGrayLevelEmphasis 44 Uniformity 62 LargeAreaHighGrayLevelEmphasis 78 InverseVariance 102 LargeDependenceLowGrayLevelEmphasis
12 Elongation 24 LowGrayLevelRunEmphasis 45 Mean 63 ZoneEntropy 79 Imc1 103 LargeDependenceHighGrayLevelEmphasis
25 GrayLevelNonUniformityNormalized 46 Variance 64 GrayLevelNonUniformityNormalized 80 JointEnergy 104 GrayLevelNonUniformity
26 GrayLevelNonUniformity 47 RobustMeanAbsoluteDeviation 65 GrayLevelNonUniformity 81 Idn 105 DependenceNonUniformityNormalized
27 LongRunEmphasis 48 10Percentile 66 LargeAreaEmphasis 82 DifferenceEntropy
28 ShortRunEmphasis 49 TotalEnergy 67 SmallAreaLowGrayLevelEmphasis 83 ClusterTendency
50 Range 84 Imc2
51 Skewness 85 Idmn
86 JointAverage
87 Correlation
88 SumAverage
89 Autocorrelation
90 DifferenceAverage
91 Idm