Research Article
Skin Cancer Detection Based on Extreme Learning Machine and a Developed Version of Thermal Exchange Optimization
Table 5
The performance validation of the suggested technique compared with other methods.
| Method | Performance metric | Accuracy | Sensitivity | Specificity | PPV | NPV |
| Fractal analysis [40] | 88.23 | 91.18 | 88.23 | 80.88 | 92.65 | CNN [41] | 82.35 | 83.82 | 61.76 | 66.18 | 83.82 | Delaunay Triangulation [42] | 86.76 | 89.70 | 86.76 | 77.94 | 88.23 | Side-by-Side method [43] | 67.64 | 83.82 | 58.82 | 58.82 | 83.82 | Genetic Algorithm [44] | 80.88 | 79.412 | 79.41 | 75.00 | 85.29 | Fusion method [45] | 83.82 | 82.35 | 76.47 | 70.58 | 80.88 | SVM [46] | 83.82 | 83.82 | 76.47 | 75.00 | 89.70 | Proposed method | 92.65 | 91.18 | 89.70 | 86.76 | 94.12 |
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