Table 3.
List of features that were selected in more than 50% of the cross validation runs from local and global regions.
| Local Feature | Description | Percentage | Local Feature | Description | Percentage | Global Feature | Description | Percentage | |
|---|---|---|---|---|---|---|---|---|---|
| F1 | coefficient of variance of | 100% (566/566) | F7 | range of | 100% (566/566) | F1 |
|
69.96% (396/566) | |
| F2 | kurtosis of | 100% (566/566) | F8 | median of ρ3 | 98.06% (555/566) | F2 | sum of ρ0 | 100% (566/566) | |
| F3 | max of | 100% (566/566) | F9 | standard deviation of ρ4 | 100% (566/566) | F3 | max of ρ0 | 99.82%(565/566) | |
| F4 | max of | 63.43% (359/566) | F10 | max of θ6 | 99.47% (563/566) | F4 | SP | 100% (566/566) | |
| F5 | median of | 100% (566/566) | F11 | min of θ6 | 99.47% (563/566) | F5 | ~ SG | 96.64%(547/566) | |
| F6 | mean deviation of | 98.06% (555/566) | — | — | F6 | ~ SP | 100% (566/566) |
Note. a, c, and r: semivariogram descriptors that stand for nugget, sill and range, respectively. S and ŝ : structural similarity descriptors that stand for Structural Similarity index and Correlation-Based Structural Similarity index, respectively. ρ and θ : position information descriptors, namely distance and angle, respectively. H and V: horizontal masking/direction and vertical masking/direction, respectively. G, M and P: grayscale values, the magnitude and phase responses of multidirectional Gabor filters, respectively. 0-6: 0 indicates DoG basic element regions spread over the whole breast region, 1-6 indicate DoG basic element regions spread over the first sub-region to the 6th sub-region. For example, indicates the range from the magnitude of Gabor filters for horizontal strips; ŜG stands for the CB-SSIM index from grayscale values; and ρ3 stands for the radius of DoG basic element regions spread over the 3rd sub-region.