Table 2.
Selected feature extraction method
Objective features | Selected the feature extraction method | Correlation coefficient |
---|---|---|
Depth–width ratio | Ratio of the maximum chords in the vertical and horizontal directions | 0.86 |
Degree of indistinctness in margin | Highest mean pixel value of gradient (Sobel) on four divided outlines of the mass | 0.70 |
Homogeneity in internal echoes | Angular second moment | 0.70 |
Echo level in internal echoes | ![]() |
0.76 |
Echo level in posterior echoes | ![]() |
0.88 |
Degree of round | Output value of the ANN by use of (F1), (F5), (F6), (F8), (F9), (F11), (F12), (F13), and (F15) | 0.72 |
Degree of polygonal | Output value of the ANN by use of (F1), (F3), (F4), (F6), (F7), (F8), (F9), (F11), (F12), (F13), (F14), and (F15) | 0.88 |
Degree of lobulated | Output value of the ANN by use of (F3), (F4), (F5), (F6), (F7), (F8), (F11), (F13), (F14), and (F15) | 0.74 |
Degree of irregular | Output value of the ANN by use of (F1), (F3), (F5), (F7), (F8), (F9), (F10), (F11), (F13), (F14), and (F15) | 0.73 |