Table 2 Performance comparison of different CNN models tested on lung histopathological images with 25 epochs and cross-categorical entropy as the loss function. Accuracy scores are in %.
Sl No. | Model | Train Acc | Test Acc |
---|---|---|---|
1 | VGG16 | 97.04 | 96.01 |
2 | DenseNet121 | 97.99 | 97.20 |
3 | Inception V3 | 96.47 | 96.10 |
4 | VGG19 | 98.23 | 95.42 |
5 | ResNet50 | 83.74 | 78.55 |
6 | Xception | 90.05 | 83.36 |
7 | Inception ResNet V2 | 94.13 | 92.87 |