## 4 Results
### SCH tympanic Membrane Dataset
\begin{table}
\begin{tabular}{c c c c c c c} \hline \hline
**Fold 1** & **Train** & **Test** & **Class** & **Accuracy** & **Sensitivity** & **Specificity** \\ \hline Normal & 11,691 & 2923 & 0.2732 & 97.47\% & 97.84\% & 96.45\% \\ Otitis Media with Effusion & 1866 & 467 & 1.7114 & 98.35\% & 95.50\% & 98.72\% \\ Cholesteatoma & 183 & 46 & 17.4358 & 99.20\% & 30.43\% & 99.99\% \\ Perforation & 196 & 48 & 16.6939 & 99.05\% & 64.58\% & 99.47\% \\ Chronic Otitis Media & 2035 & 509 & 1.5695 & 97.82\% & 94.30\% & 98.34\% \\ \hline
**Fold 2** & **Train** & **Test** & **Class** & **Accuracy** & **Sensitivity** & **Specificity** \\ \hline Normal & 11,691 & 2923 & 0.2732 & 97.42\% & 98.05\% & 95.70\% \\ Otitis Media with Effusion & 1867 & 466 & 1.7114 & 98.45\% & 91.85\% & 99.32\% \\ Cholesteatoma & 183 & 46 & 17.4358 & 99.95\% & 95.65\% & 99.98\% \\ Perforation & 195 & 49 & 16.3639 & 98.90\% & 67.35\% & 99.29\% \\ Chronic Otitis Media & 2035 & 509 & 1.5695 & 98.17\% & 94.30\% & 98.74\% \\ \hline
**Fold 3** & **Train** & **Test** & **Class** & **Accuracy** & **Sensitivity** & **Specificity** \\ \hline Normal & 11,691 & 2923 & 0.2732 & 96.89\% & 96.41\% & 98.22\% \\ Otitis Media with Effusion & 1867 & 466 & 1.7114 & 97.82\% & 97.85\% & 97.82\% \\ Cholesteatoma & 183 & 46 & 17.4358 & 99.87\% & 91.30\% & 99.97\% \\ Perforation & 195 & 49 & 16.3639 & 99.57\% & 87.76\% & 99.72\% \\ Chronic Otitis Media & 2035 & 509 & 1.5695 & 98.92\% & 97.45\% & 99.14\% \\ \hline
**Fold 4** & **Train** & **Test** & **Class** & **Accuracy** & **Sensitivity** & **Specificity** \\ \hline Normal & 11,691 & 2923 & 0.2732 & 92.84\% & 91.00\% & 97.85\% \\ Otitis Media with Effusion & 1866 & 467 & 1.7114 & 97.32\% & 85.22\% & 98.92\% \\ Cholesteatoma & 183 & 46 & 17.4358 & 97.82\% & 93.48\% & 97.87\% \\ Perforation & 195 & 49 & 16.3639 & 95.37\% & 89.80\% & 95.44\% \\ Chronic Otitis Media & 2036 & 508 & 1.5695 & 96.32\% & 87.01\% & 97.68\% \\ \hline
**Fold 5** & **Train** & **Test** & **Class** & **Accuracy** & **Sensitivity** & **Specificity** \\ \hline Normal & 11,691 & 2923 & 0.2732 & 92.84\% & 91.00\% & 97.85\% \\ Otitis Media with Effusion & 1866 & 467 & 1.7114 & 97.32\% & 85.22\% & 98.92\% \\ Cholesteatoma & 183 & 46 & 17.4358 & 97.82\% & 93.48\% & 97.87\% \\ Perforation & 195 & 49 & 16.3639 & 95.37\% & 89.80\% & 95.44\% \\ Chronic Otitis Media & 2036 & 508 & 1.5695 & 96.32\% & 87.01\% & 97.68\% \\ \hline
**Fold 6** & **Train** & **Test** & **Class** & **Accuracy** & **Sensitivity** & **Specificity** \\ \hline Normal & 11,691 & 2922 & 0.2732 & 98.30\% & 98.70\% & 97.20\% \\ Otitis Media with Effusion & 1866 & 467 & 1.7114 & 99.20\% & 95.07\% & 99.74\% \\ Cholesteatoma & 184 & 45 & 17.4358 & 99.77\% & 95.56\% & 99.82\% \\ Perforation & 195 & 49 & 16.3639 & 99.72\% & 87.76\% & 99.87\% \\ Chronic Otitis Media & 2035 & 509 & 1.5695 & 98.95\% & 97.64\% & 99.14\% \\ \hline \hline \end{tabular}
\end{table} 
Table 17: The performance of an SCH tympanic membrane disease model varies based on the number of folds. \begin{table}
\begin{tabular}{c c c c} \hline \hline  & **5-Fold Average** & **5-Fold Average** & **5-Fold Average** \\  & **Accuracy** & **Sensitivity** & **Specificity** \\ \hline Normal & 96.58\% & 96.40\% & 97.08\% \\ Otitis Media with Effusion & 98.23\% & 93.10\% & 98.90\% \\ Cholesteatoma & 99.32\% & 81.28\% & 99.53\% \\ Perforation & 98.52\% & 79.45\% & 98.76\% \\ Chronic Otitis Media & 98.04\% & 94.14\% & 98.61\% \\ \hline Average & 98.14\% & 88.87\% & 98.58\% \\ \hline \hline \end{tabular}
\end{table} 
Table 18: The 5-fold average performance of the SCH tympanic membrane disease model. the results of the SCH tympanic membrane dataset, normal in Accuracy, cholesteatoma in Sensitivity, and perforation in Specificity had the largest deviation. Considering that the error of around 1-3% is generalized, it is difficult to say that the deviation of these classes is completely generalized for each class because it is outside this level, and a plan to overcome this seems necessary for future research.