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Classification results comparison for DermIS.
| model | Classifier | Accuracy | Error rate |
|---|---|---|---|
| Proposed | CNN with Alexnet | 98.4% | 1.6% |
| Proposed | CNN with Densenet | 98.8% | 1.2% |
| Khan et al. 80 | SVM | 96% | 4% |
| Shoieb et al. 78 | SVM | 94% | 6% |
| Amelard et al. 79 | SVM | 94% | 6% |
| Almansour and Jaffar 43 | SVM | 90% | 10% |
| Hosny and Kassem 4 | CNN | 93.5% | 6.5% |
| Bukhari et al. 8 | CNN | 97.4% | 2.6% |
| Mustafa et al. 19 | CNN | 95.5% | 4.5% |
| Jeyakumar et al. 27 | CNN | 97.6% | 2.4% |
CNN: convolutional neural network; SVM: support vector machine.
