Table 9.
23 features Backward elimination |
Haralick features | Haar-like features | Statistical features | |||
---|---|---|---|---|---|---|
Orientation | Coordinate | Mask size | Type | Mask size | Entry | |
Position* | Coordinates | |||||
Normalized gray level* | Value | |||||
Correlation | 0 | Y | 7 | |||
Correlation* | 45 | X | 3 | |||
Correlation* | 45 | X | 5 | |||
Correlation | 45 | X | 7 | |||
Correlation* | 45 | X | 9 | |||
Correlation | 45 | Y | 9 | |||
Correlation | 45 | Y | 5 | |||
Correlation* | 90 | Y | 9 | |||
Homogeneity | 135 | Z | 3 | |||
Gradient* | 5 | |||||
Gradient | 7 | |||||
Contrast* | 135 | Y | 3 | |||
Gradient | 9 | |||||
Homogeneity* | 90 | X | 9 | |||
Gradient | 3 | |||||
Skewness* | 7 | |||||
Gradient* | 5 | |||||
Gradient | 3 | |||||
Template* | 1 | |||||
Skewness* | 5 | |||||
Gradient | 5 |
The asterisk indicates the entries also present in the list of 36 SFS features. For Haralick features, the orientation in degrees, reference coordinate, and the size of the cubic mask used are reported. In case of Haar-like features, the entry value indicates the template type used (see Figure 2). For statistical/positional kind, the size of the cubic mask used and/or the self-explained value is listed, depending on the specific feature type. In particular for gradients, the column named Entry indicates the segment of the reference diagonal as shown in Figure 3.