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. 2022 Aug 2;8(8):e10023. doi: 10.1016/j.heliyon.2022.e10023

Table 2.

List of the most important features for the contrast-enhanced images and the unenhanced images in descending order of importance.

Feature number Features for contrast-enhanced images Features for unenhanced images
1 T1_GD_1.orig.ngtdm.Strength T1_nativ_1.orig.shape.Sphericity
2 T1_GD_1.orig.glcm.ClusterShade T1_nativ_1.orig.shape.MajorAxisLength
3 T1_GD_1.orig.shape.Elongation T1_nativ_1.orig.shape.Flatness
4 T1_GD_1.orig.shape.Flatness T1_nativ_1.orig.ngtdm.Contrast
5 T1_GD_1.orig.shape.MinorAxisLength T1_nativ_1.orig.shape.Elongation
6 T1_GD_1.orig.shape.Sphericity T1_nativ_1.orig.glcm.Idn
7 T1_GD_1.orig.fst.ord.RobustMeanAbsoluteDeviation T1_nativ_1.orig.fst.ord.Kurtosis
8 T1_GD_1.orig.fst.ord.Uniformity T1_nativ_1.orig.glcm.InverseVariance
9 T1_GD_1.orig.glcm.Idmn T1_nativ_1.orig.glcm.Correlation
10 T1_GD_1.orig.glcm.Correlation T1_nativ_1.orig.glcm.Imc1
11 T1_GD_1.orig.glcm.Idm T1_nativ_1.orig.glrlm.RunEntropy
12 T1_GD_1.orig.glcm.Imc2 T1_nativ_1.orig.shape.SurfaceVolumeRatio
13 T1_GD_1.orig.glcm.MCC T1_nativ_1.orig.glszm.SizeZoneNonUniformity
14 T1_GD_1.orig.fst.ord.Skewness T1_nativ_1.orig.shape.LeastAxisLength
15 T1_GD_1.orig.ngtdm.Busyness T1_nativ_1.orig.glcm.SumAverage