Table 3 Summary of experiments performed.
Exp # | Graft Net | VHT- FE | Fused Features | Classifiers | Acc % | Sen % | Sp % | PPV % | NPV % | Error % |
|---|---|---|---|---|---|---|---|---|---|---|
1 | 100 | 100 | 200 | Cubic SVM | 99.99 | 99.98 | 99.99 | 99.97 | 99.98 | 0.001 |
CG. SVM | 99.92 | 99.95 | 99.97 | 99.99 | 99.98 | 0.001 | ||||
Med. SVM | 99.87 | 99.72 | 100 | 100 | 99.91 | 0.0013 | ||||
2 | 200 | 200 | 400 | Cubic SVM | 99.98 | 99.99 | 99.98 | 99.97 | 100 | 0.01 |
CG. SVM | 99.72 | 99.76 | 100 | 100 | 99.92 | 0.037 | ||||
Med. SVM | 98.38 | 98.36 | 99.93 | 99.80 | 99.45 | 0.162 | ||||
3 | 250 | 250 | 500 | Cubic SVM | 99.98 | 99.99 | 99.99 | 99.99 | 99.99 | 0.01 |
CG. SVM | 98.99 | 98.96 | 99.97 | 99.92 | 99.65 | 0.0101 | ||||
Med. SVM | 96.75 | 96.76 | 99.81 | 99.42 | 98.92 | 0.0325 | ||||
4 | 300 | 300 | 600 | Cubic SVM | 99.98 | 100 | 100 | 100 | 100 | 0.0002 |
CG. SVM | 99.00 | 98.68 | 99.97 | 99.92 | 9956 | 0.0100 | ||||
Med. SVM | 94.60 | 93.71 | 99.12 | 97.26 | 97.92 | 0.0540 | ||||
5 | 400 | 320 | 720 | Cubic SVM | 99.82 | 99.76 | 100 | 100 | 100 | 0.0016 |
CG. SVM | 97.83 | 97.44 | 99.92 | 99.75 | 99.15 | 0.0227 | ||||
Med. SVM | 88.68 | 89.87 | 95.25 | 86.37 | 96.56 | 0.1132 | ||||
6 | 500 | 320 | 820 | Cubic SVM | 99.62 | 99.72 | 100 | 100 | 99.91 | 0.0038 |
CG. SVM | 97.23 | 97.36 | 99.84 | 99.51 | 99.12 | 0.0277 | ||||
Med. SVM | 81.30 | 88.03 | 86.53 | 68.62 | 95.57 | 0.187 | ||||
7 | 600 | 320 | 920 | Cubic SVM | 99.33 | 99.48 | 99.97 | 99.92 | 99.83 | 0.0067 |
CG. SVM | 96.35 | 96.52 | 99.76 | 99.26 | 98.84 | 0.0365 | ||||
Med. SVM | 70.58 | 85.58 | 74.45 | 52.86 | 93.91 | 0.2942 | ||||
8 | 750 | 320 | 1070 | Cubic SVM | 98.90 | 98.68 | 99.96 | 99.88 | 99.56 | 0.0110 |
CG. SVM | 95.72 | 95.27 | 99.56 | 98.63 | 98.44 | 0.0428 | ||||
Med. SVM | 59.32 | 85.82 | 60.60 | 42.17 | 92.74 | 0.4068 |
