Table 5.
Performance comparison in terms of radiomics for data #1 (z-score normalization is active).
Data features | Accuracy | AUC | Sensitivity | Specificity | G-mean | Precision | F-measure |
---|---|---|---|---|---|---|---|
FOS | 97,92 | 98,44 | 100 | 96,88 | 98,43 | 94,12 | 96,97 |
GLCM | 89,58 | 87,50 | 81,25 | 93,75 | 87,28 | 86,67 | 83,87 |
GLRLM | 78,75 | 72,19 | 52,50 | 91,88 | 69,45 | 76,36 | 62,22 |
GLSZM | 94,58 | 93,13 | 88,75 | 97,50 | 93,02 | 94,67 | 91,61 |
FOS GLCM | 95,42 | 94,38 | 91,25 | 97,50 | 94,32 | 94,81 | 92,99 |
FOS GLRLM | 97,50 | 98,13 | 100 | 96,25 | 98,11 | 93,02 | 96,39 |
FOS GLSZM | 96,67 | 97,19 | 98,75 | 95,63 | 97,17 | 91,86 | 95,18 |
GLCM GLRLM | 91,25 | 88,13 | 78,75 | 97,50 | 87,62 | 94,03 | 85,71 |
GLCM GLSZM | 94,58 | 94,69 | 95,00 | 94,38 | 94,69 | 89,41 | 92,12 |
GLRLM GLSZM | 96,67 | 96,25 | 95,00 | 97,50 | 96,24 | 95,00 | 95,00 |
FOS GLCM GLRLM | 95,83 | 95,63 | 95,00 | 96,25 | 95,62 | 92,68 | 93,83 |
FOS GLCM GLSZM | 96,25 | 94,69 | 90,00 | 99,38 | 94,57 | 98,63 | 94,12 |
FOS GLRLM GLSZM | 98,75 | 99,06 | 100 | 98,13 | 99,06 | 96,39 | 98,16 |
GLCM GLRLM GLSZM | 95,42 | 94,38 | 91,25 | 97,50 | 94,32 | 94,81 | 92,99 |
FOS GLCM GLRLM GLSZM | 94,58 | 94,69 | 95,00 | 94,38 | 94,69 | 89,41 | 92,12 |
(Optimum results are italicized and bolded for every feature combination.)