Table 2. A comparison of actual and predicted accuracies of DenseNet121 and InceptionResNetV2.
| Pathology | Model | Actual | Predicted |
|---|---|---|---|
| Atelectasis | DenseNet121 | 20.21% | 22.10% |
| InceptionResNetV2 | 20.51% | 21.57% | |
| Cardiomegaly | DenseNet121 | 4.79% | 5.71% |
| InceptionResNetV2 | 6.15% | 5.63% | |
| Consolidation | DenseNet121 | 9.86% | 8.56% |
| InceptionResNetV2 | 8.30% | 8.88% | |
| Edema | DenseNet121 | 4.49% | 4.39% |
| InceptionResNetV2 | 4.10% | 4.67% | |
| Effusion | DenseNet121 | 25.88% | 28.07% |
| InceptionResNetV2 | 26.07% | 25.39% | |
| Emphysema | DenseNet121 | 4.79% | 3.59% |
| InceptionResNetV2 | 4.49% | 4.04% | |
| Fibrosis | DenseNet121 | 3.03% | 2.56% |
| InceptionResNetV2 | 2.44% | 3.26% | |
| Infiltration | DenseNet121 | 40.14% | 37.92% |
| InceptionResNetV2 | 40.53% | 39.67% | |
| Mass | DenseNet121 | 12.30% | 11.13% |
| InceptionResNetV2 | 13.28% | 11.30% | |
| Nodule | DenseNet121 | 11.91% | 11.28% |
| InceptionResNetV2 | 12.70% | 12.21% | |
| Pleural_Thickening | DenseNet121 | 7.23% | 6.34% |
| InceptionResNetV2 | 7.03% | 6.20% | |
| Pneumonia | DenseNet121 | 3.22% | 2.56% |
| InceptionResNetV2 | 2.83% | 2.57% | |
| Pneumothorax | DenseNet121 | 8.89% | 8.84% |
| InceptionResNetV2 | 9.77% | 9.83% |