Table 1. Summary of TFs and FOS features.
Order | Matrix | Features |
---|---|---|
FOS | Histogram | Variance (VAR) |
Median (MED) | ||
Coefficient of variation (COV) | ||
Skewness (SKE) | ||
Kurtosis (KUR) | ||
Energy (ENEF) | ||
Entropy (ENTF) | ||
Lesion_mean (LSM) | ||
Lung_mean (LUM) | ||
Liver_mean (LVM) | ||
Lesion_max (LSX) | ||
Lung_max (LUX) | ||
Liver_max (LVX) | ||
Lesion_peak (LSP) | ||
Second-order features | GLCM | Autocorrelation (AUC) |
Contrast (CONG) | ||
Correlation (COR) | ||
Cluster shade (CS) | ||
Dissimilarity (DIS) | ||
Energy (ENG) | ||
Entropy (ENTG) | ||
Inverse difference (ID) | ||
Homogeneity (HM) | ||
Maximum probability (MP) | ||
Sum of squares (SOS) | ||
Sum average (SA) | ||
Sum variance (SV) | ||
Sum entropy (SE) | ||
Difference variance (DV) | ||
Difference entropy (DE) | ||
Information measure of correlation (IMC) | ||
Inverse difference normalized (IDN) | ||
Inverse difference moment normalized (IDMN) | ||
Diagonal moment (DM) | ||
Second diagonal moment (SDN) | ||
High-order features | GLRLM | Short-run emphasis (SRE) |
Long-run emphasis (LRE) | ||
Low grey-level run emphasis (LGRE) | ||
High grey-level run emphasis (HGRE) | ||
Short-run low grey-level emphasis (SRLGE) | ||
Short-run high grey-level emphasis (SRHGE) | ||
Long-run low grey-level emphasis (LRLGE) | ||
Long-run high grey-level emphasis (LRHGE) | ||
Grey-level non-uniformity for run (GLNr) | ||
Run-length non-uniformity (RLN) | ||
Run percentage (RP) | ||
GLSZM | Short-zone emphasis (SZE) | |
Long-zone emphasis (LZE) | ||
Low grey-level zone emphasis (LGZE) | ||
High grey-level zone emphasis (HGZE) | ||
Short-zone low grey-level emphasis (SZLGE) | ||
Short-zone high grey-level emphasis (SZHGE) | ||
Long-zone low grey-level emphasis (LZLGE) | ||
Long-zone high grey-level emphasis (LZHGE) |
||
Grey-level non-uniformity for zone (GLNz) | ||
Zone-length non-uniformity (ZLN) | ||
Zone percentage (ZP) | ||
NGLDM | Small number emphasis (SNE) | |
Large number emphasis (LNE) | ||
Number nonuniformity (NN) | ||
Second moment (SM) | ||
Entropy (ENTN) | ||
NGTDM | Coarseness (COA) | |
Contrast (CONN) | ||
Busyness (BUSN) | ||
Complexity (COMP) | ||
Texture strength (TS) |
TF, texture feature; FOS, first-order statistics; GLCM, gray-level co-occurrence matrix; GLRLM, gray-level run length matrix; GLSZM, gray-level size zone matrix; NGLDM, neighboring gray-level dependence matrix; NGTDM, neighbor gray-tone difference matrix.