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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 (4π *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