Table 9.
Class-wise results of ablation experiments.
| Model | Precision (%) | Recall (%) | F1 (%) | Accuracy (%) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Health | Cocci | Ncd | Salmo | Health | Cocci | Ncd | Salmo | Health | Cocci | Ncd | Salmo | ||
| ResBERT-C | 99.10 | 99.57 | 88.24 | 94.83 | 98.66 | 84.67 | 100 | 99.23 | 98.88 | 91.52 | 93.75 | 96.98 | 95.21 |
| ResBERT + DSconv | 98.67 | 99.60 | 91.46 | 96.59 | 99.11 | 89.78 | 96.52 | 100 | 98.89 | 94.43 | 95.54 | 97.51 | 96.54 |
| ResBERT + MASA | 99.55 | 98.05 | 91.84 | 98.83 | 99.55 | 91.97 | 100 | 97.68 | 99.55 | 94.92 | 95.74 | 98.25 | 97.05 |
| ResBERT + GCA | 99.11 | 99.21 | 91.77 | 97.72 | 99.11 | 91.24 | 99.11 | 99.23 | 99.11 | 95.06 | 95.30 | 98.47 | 96.95 |
| ResBERT + DSconv + MASA | 99.12 | 99.60 | 91.84 | 96.97 | 100 | 89.78 | 100 | 98.84 | 99.56 | 94.43 | 95.74 | 97.90 | 96.84 |
| ResBERT + DSconv + GCA | 96.55 | 98.03 | 91.77 | 99.21 | 100 | 90.88 | 99.11 | 96.91 | 98.25 | 94.32 | 95.30 | 98.05 | 96.44 |
| ResBERT + MASA + GCA | 99.11 | 99.21 | 91.77 | 97.72 | 99.11 | 91.24 | 99.11 | 99.23 | 99.11 | 95.06 | 95.30 | 98.47 | 96.95 |
| MMCD | 100 | 100 | 91.84 | 100 | 100 | 92.70 | 100 | 100 | 100 | 96.21 | 95.74 | 100 | 97.96 |