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Systematic evaluation of EfficientNet-B0 to B7 on SD-OCT four-class tasks reveals that bigger isn't always better: B1 achieves the highest accuracy, Drusen has the lowest F1 and contributes 82.2% of class bias, and the accuracy-to-parameter ratio plunges from 19.82 to 1.48.
