Table 4. Comparative study for ISIC dataset.
Preprocessing (Enhancement) |
Segmentation | Image Type |
Classification Method |
Accuracy (%) |
Sensitivity (%) |
Specificity (%) |
|
---|---|---|---|---|---|---|---|
Esteva et al. [26] | Yes | Yes | RGB | SVM | 72.1 | - | - |
Yu et al. [27] | Yes | Yes | Gray-scale | CNN | 85.5 | 50.7 | 94.1 |
Pham et al. [25] | Yes | Yes | RGB | SVM | 89 | 55.6 | 97.1 |
Proposed Method | No | Yes | RGB | DCNN | 95.91 | 88.47 | 93.00 |