Table 2.
The comparison of evaluation scores (precision, recall (sensitivity), specificity, f-measure and accuracy) of DePicT Melanoma CLASS/Deep-CLASS
| Classification and retrieval | TP | TN | FP | FN | Pre. | Rec.(Sen.) | Spec. | F-m. | Acc. |
|---|---|---|---|---|---|---|---|---|---|
| 1st test: k-NN (300, 100) | 30 | 34 | 16 | 20 | 0.65 | 0.6 | 0.68 | 0.62 | 0.64 |
| 1st test: SVM (300. 100) | 25 | 37 | 13 | 25 | 0.66 | 0.5 | 0.74 | 0.57 | 0.62 |
| 2nd test: k-NN (1346, 450) | 124 | 178 | 47 | 101 | 0.73 | 0.55 | 0.79 | 0.63 | 0.67 |
| 2nd test: SVM (1346. 450) | 105 | 149 | 76 | 120 | 0.58 | 0.47 | 0.66 | 0.52 | 0.56 |
| 3rd test: CNN (300,100) | 35 | 33 | 17 | 15 | 0.67 | 0.70 | 0.66 | 0.68 | 0.68 |
| 4th test: CNN (1346,450) | 164 | 175 | 50 | 61 | 0.77 | 0.73 | 0.78 | 0.75 | 0.75 |