Table 2. DermIS- DermQuest dataset comparative study.
Preprocessing (Enhancement) |
Segmentation | Image Type |
Classification Method |
Accuracy (%) |
Sensitivity (%) |
Specificity (%) |
|
---|---|---|---|---|---|---|---|
Karabulut & Ibrikci [15] |
Yes | Yes | Gray-scale | CNN | 71.4 | 71.9 | 70.8 |
Almaraz et al. [16] |
Yes | Yes | RGB | SVM | 75.1 | 94.94 | 100 |
Amelard et al. [14] |
Yes | Yes | RGB | SVM | 87.38 | 90.76 | 82.76 |
Proposed Method |
No | Yes | RGB | DCNN | 96.86 | 96.90 | 96.90 |