Table 4.
Validation and test accuracy before and after optimization with COVID-CCD-Net on the Epistroma dataset
| VALIDATION | TEST | |||||
|---|---|---|---|---|---|---|
| Before Optimization | After Optimization | Performance Improvement | Before Optimization | After Optimization | Performance Improvement | |
| AlexNet | 91.75 | 98.341 | 6.591 | 90.8 | 97.618 | 6.818 |
| DarkNet-19 | 93.773 | 98.727 | 4.954 | 92.909 | 98.273 | 5.364 |
| Inception-v3 | 92.477 | 99.705 | 7.228 | 93.073 | 98.964 | 5.891 |
| MobileNet | 92.886 | 95.318 | 2.432 | 92.145 | 94.255 | 2.11 |
| ResNet-18 | 94.091 | 99.545 | 5.454 | 94.218 | 98.836 | 4.618 |
| ShuffleNet | 89.454 | 97.818 | 8.364 | 90.491 | 96.164 | 5.673 |