Table 4.
Results for the EfficientNet architectures with each stain normalization method.
| EfficientNet | Stain normalization technique | Precision | Recall | F1-score | Accuracy |
|---|---|---|---|---|---|
| B0 | Reinhard | 93.65 | 93.33 | 93.32% | 93.33% |
| Macenko | 91.67 | 91.67 | 91.67% | 91.67% | |
| Nonnormalized | 92.37 | 91.67 | 91.37% | 91.67% | |
| 92.9% | |||||
|
| |||||
| B1 | Reinhard | 94.99 | 95.00 | 94.94% | 95.00% |
| Macenko | 94.99 | 95.00 | 94.94% | 95.00% | |
| Nonnormalized | 93.32 | 93.33 | 93.27% | 93.33% | |
| 94.7% | |||||
|
| |||||
| B2 | Reinhard | 98.44 | 98.33 | 98.33% | 98.33% |
| Macenko | 96.88 | 96.67 | 96.66% | 96.67% | |
| Nonnormalized | 94.03 | 93.33 | 93.29% | 93.33% | |
| 95.3% | |||||
|
| |||||
| B3 | Reinhard | 92.50 | 91.67% | 91.62% | 91.67% |
| Macenko | 93.54 | 93.33 | 93.27% | 93.33% | |
| Nonnormalized | 91.94 | 91.67 | 91.66% | 91.67% | |
| 92.2% | |||||
|
| |||||
| B4 | Reinhard | 92.38 | 91.67 | 91.69% | 91.67% |
| Macenko | 91.94 | 91.67 | 91.66% | 91.67% | |
| Nonnormalized | 88.56 | 88.33 | 88.31% | 88.33% | |
| 90.6% | |||||
|
| |||||
| B5 | Reinhard | 88.44 | 88.33 | 88.14% | 88.33% |
| Macenko | 91.80 | 91.67 | 91.53% | 91.67% | |
| Nonnormalized | 92.49 | 91.67 | 91.56% | 91.67% | |
| 90.6% | |||||
|
| |||||
| B6 | Reinhard | 92.65 | 91.67 | 91.67% | 91.67% |
| Macenko | 92.46 | 91.67 | 91.68% | 91.67% | |
| Nonnormalized | 93.54 | 93.33 | 93.39% | 93.33% | |
| 92.2% | |||||