Table 2 Hyperparameters of the baseline ensemble classifier
From: Dermatologist-like explainable AI enhances trust and confidence in diagnosing melanoma
backbone | Init_lr | epochs | image_size | dropout |
---|---|---|---|---|
EfficientNetB1 | 3e-5 | 18 | 224, 224 | 0.5 |
EfficientNetB4 | 3e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB4 | 3e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB4 | 3e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB4 | 2e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB4 | 3e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB5 | 3e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB5 | 1.5e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB5 | 1.5e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB5 | 3e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB6 | 3e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB6 | 3e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB6 | 3e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB7 | 3e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB7 | 1e-5 | 15 | 224, 224 | 0.5 |
EfficientNetB7 | 1e-5 | 15 | 224, 224 | 0.5 |
SE_ResNext101 | 3e-5 | 15 | 224, 224 | 0.5 |
ResNest101 | 2e-5 | 15 | 224, 224 | 0.5 |