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Comparison of our proposed model with single channels.
| Model | Kaggle Dataset | Messidor Dataset | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ACC (%) | SEN (%) | SPE (%) | PRE (%) | AUC (%) | Time (Min) | ACC (%) | SEN (%) | SPE (%) | PRE (%) | AUC (%) | Time (Min) | |
| CLAHE-based channel | 96.5 | 97.1 | 96.0 | 97.3 | 97.5 | 18.5 | 97.3 | 97.8 | 97.0 | 98.0 | 98.7 | 18.0 |
| CECED-based channel | 95.9 | 96.5 | 95.3 | 96.4 | 97.0 | 24.0 | 96.4 | 97.1 | 96.0 | 96.9 | 97.1 | 24.3 |
| WFDLN | 98.0 | 98.7 | 97.8 | 98.9 | 99.2 | 28.8 | 98.5 | 98.9 | 98.0 | 99.0 | 99.5 | 28.8 |
