Table 2.
Filter | Feature class | Total | Robust | % Robust | Filter | Feature class | Total | Robust | % Robust |
---|---|---|---|---|---|---|---|---|---|
Original | First order | 24 | 9 | 37.5 | HLL | First order | 24 | 2 | 8.3 |
Shape | 17 | 2 | 11.8 | GLCM | 26 | 3 | 11.5 | ||
GLCM | 26 | 0 | 0.0 | GLRLM | 16 | 6 | 37.5 | ||
GLRLM | 16 | 6 | 37.5 | NGTDM/NGLDM | 22 | 4 | 18.2 | ||
NGTDM/NGLDM | 22 | 3 | 13.6 | GLSZM | 16 | 3 | 18.8 | ||
GLSZM | 16 | 2 | 12.5 | IVH | 22 | 3 | 13.6 | ||
IVH | 22 | 13 | 59.1 | ||||||
Total | 143 | 35 | 24.5 | Total | 126 | 21 | 16.7 | ||
LoG | First order | 24 | 2 | 8.3 | LHH | First order | 24 | 2 | 8.3 |
GLCM | 26 | 0 | 0.0 | GLCM | 26 | 0 | 0.0 | ||
GLRLM | 16 | 2 | 12.5 | GLRLM | 16 | 3 | 18.8 | ||
NGTDM/NGLDM | 22 | 1 | 4.5 | NGTDM/NGLDM | 22 | 4 | 18.2 | ||
GLSZM | 16 | 1 | 6.3 | GLSZM | 16 | 3 | 18.8 | ||
IVH | 22 | 3 | 13.6 | IVH | 22 | 3 | 13.6 | ||
Total | 126 | 9 | 7.1 | Total | 126 | 15 | 11.9 | ||
HHH | First order | 24 | 6 | 25.0 | LHL | First order | 24 | 5 | 20.8 |
GLCM | 26 | 0 | 0.0 | GLCM | 26 | 3 | 11.5 | ||
GLRLM | 16 | 4 | 25.0 | GLRLM | 16 | 6 | 37.5 | ||
NGTDM/NGLDM | 22 | 2 | 9.1 | NGTDM/NGLDM | 22 | 4 | 18.2 | ||
GLSZM | 16 | 3 | 18.8 | GLSZM | 16 | 3 | 18.8 | ||
IVH | 22 | 5 | 22.7 | IVH | 22 | 3 | 13.6 | ||
Total | 126 | 20 | 15.9 | Total | 126 | 24 | 19.0 | ||
HHL | First order | 24 | 8 | 33.3 | LLH | First order | 24 | 2 | 8.3 |
GLCM | 26 | 2 | 7.7 | GLCM | 26 | 0 | 0.0 | ||
GLRLM | 16 | 6 | 37.5 | GLRLM | 16 | 5 | 31.3 | ||
NGTDM/NGLDM | 22 | 5 | 22.7 | NGTDM/NGLDM | 22 | 2 | 9.1 | ||
GLSZM | 16 | 3 | 18.8 | GLSZM | 16 | 2 | 12.5 | ||
IVH | 22 | 5 | 22.7 | IVH | 22 | 3 | 13.6 | ||
Total | 126 | 29 | 23.0 | Total | 126 | 14 | 11.1 | ||
HLH | First order | 24 | 5 | 20.8 | LLL | First order | 24 | 5 | 20.8 |
GLCM | 26 | 0 | 0.0 | GLCM | 26 | 0 | 0.0 | ||
GLRLM | 16 | 3 | 18.8 | GLRLM | 16 | 6 | 37.5 | ||
NGTDM/NGLDM | 22 | 4 | 18.2 | NGTDM/NGLDM | 22 | 2 | 9.1 | ||
GLSZM | 16 | 3 | 18.8 | GLSZM | 16 | 2 | 12.5 | ||
IVH | 22 | 2 | 9.1 | IVH | 22 | 15 | 68.2 | ||
Total | 126 | 17 | 13.5 | Total | 126 | 30 | 23.8 |
Total count of first order, shape, gray-level co-occurrence matrix (GLCM), gray-level run length matrix (GLRLM), neighboring gray tone difference matrix (NGTDM), and neighboring gray-level dependence matrix (NGLDM), gray-level size zone matrix (GLSZM), and IVH features with respective robust features counts are listed. Feature definitions and calculation provided by Computational Environment for Radiological Research (CERR)35, as recommended by the imaging biomarker standardization initiative (IBSI)36.