Table 10 Performance comparison of the fine-tuned EfficientNet-B0 model with and without class weighting.

From: A fine tuned EfficientNet-B0 convolutional neural network for accurate and efficient classification of apple leaf diseases

Class /

metric

With class weighting

Without class weighting

Precision

Recall

F1 Score

Precision

Recall

F1 Score

Apple Scab

0.98

1.00

0.99

1.00

0.60

0.75

Black Rot

1.00

1.00

1.00

1.00

0.65

0.78

Cedar Apple Rust

1.00

0.96

0.98

0.83

0.71

0.77

Healthy

1.00

1.00

1.00

0.76

1.00

0.87

Macro Avg F1 Score

0.99

0.79

Model-level Accuracy

99.69%

82.70%