Table 3 The support vectors for the MEL-DSP comparison
From: Characterization of digital medical images utilizing support vector machines
Features | Support vectors | ||||||
|---|---|---|---|---|---|---|---|
Irregularity A (Perimeter/Area) | 0.078 | 0.03 | 0.054 | 0.051 | 0.06 | 0.049 | 0.049 |
Irregularity B Perimeter/Great. Diameter) | 3.315 | 3.573 | 3.229 | 2.956 | 3.778 | 3.801 | 4.976 |
Thinness Ratio (4Ï€ *Area/Perimeter^2) | 0.668 | 0.614 | 0.66 | 0.62 | 0.47 | 0.551 | 0.58 |
Average Red Value | 92.47 | 67.545 | 83.471 | 75.662 | 126.942 | 86.206 | 110.63 |
Average Green Value | 74.2 | 83.683 | 103.945 | 51.979 | 102.155 | 68.105 | 75.177 |
Average Blue Value | 57.787 | 66.512 | 86.096 | 33.463 | 92.197 | 56.114 | 51.325 |
Standard Deviation for Red | 32.064 | 18.011 | 23.899 | 49.626 | 40.517 | 46.738 | 44.459 |
Standard Deviation for Green | 28.39 | 26.566 | 36.966 | 35.446 | 47.761 | 31.78 | 32.03 |
Standard Deviation for Blue | 24.878 | 25.229 | 35.185 | 27.704 | 44.296 | 30.522 | 31.486 |
I1 [(R+G+B)/3] | 80.909 | 67.201 | 84.346 | 61.596 | 115.36 | 76.175 | 90.862 |
I2 [R-B] | 34.683 | 1.033 | -2.625 | 42.199 | 34.745 | 30.092 | 59.305 |
I3 [(2G-R-B)/2] | -0.929 | 16.655 | 19.162 | -2.584 | -7.415 | -3.055 | -5.8 |
Average Intensity Value | 74.819 | 72.58 | 91.171 | 53.702 | 107.098 | 70.14 | 79.045 |
Average Hue Value | 0.492 | 2.024 | 2.091 | 0.521 | 0.862 | 0.829 | 0.515 |
Average Saturation Value | 0.243 | 0.138 | 0.126 | 0.415 | 0.172 | 0.251 | 0.388 |
Average L Value | 132.071 | 126.73 | 158.975 | 98.179 | 188.235 | 124.402 | 144.332 |
Average AngleA Value | 1.128 | 1.028 | 1.01 | 1.243 | 1.078 | 1.096 | 1.227 |
Average AngleB Value | 0.671 | 0.885 | 0.884 | 0.61 | 0.651 | 0.736 | 0.61 |
Asymmetry | 0.0656 | 0.0875 | 0.0727 | 0.0504 | 0.1844 | 0.4804 | 0.3947 |
Weight α i | 3.981 | 0.15793 | 3.1013 | 1.7932 | 3.8191 | 5.2331 | 0.49729 |