Table 2.
Number of radiomics features extracted for different feature classes and image filters.
Filter/features | First-order | GLCM | GLDM | GLRLM | GLSZM | NGTDM | Shape | Total |
---|---|---|---|---|---|---|---|---|
Exponential | 16 | 0 | 11 | 12 | 7 | 0 | 0 | 46 |
Gradient | 18 | 23 | 14 | 16 | 16 | 5 | 0 | 92 |
lbp | 56 | 0 | 44 | 48 | 28 | 0 | 0 | 176 |
Logarithm | 18 | 23 | 14 | 16 | 16 | 5 | 0 | 92 |
Original | 18 | 23 | 14 | 16 | 16 | 5 | 12 | 104 |
Square | 18 | 23 | 14 | 16 | 16 | 4 | 0 | 91 |
Squareroot | 18 | 23 | 14 | 16 | 16 | 5 | 0 | 92 |
Wavelet | 144 | 184 | 112 | 128 | 128 | 39 | 0 | 735 |
Total | 306 | 299 | 237 | 268 | 243 | 63 | 12 | 1428 |
GLCM grey level co-occurrence matrix, GLDM grey level difference matrix, GLRLM grey level run length matrix, GLSZM gray level size zone, NGTDM neighboring gray tone difference matrix.