Table 1.
Model | Backbone | Pre-Proc. | Augmentation |
---|---|---|---|
Model 1 | Efficient0 | N/A | DA |
Model 2 | Efficient0 | HE | DA |
Model 3 | Efficient0 | HE | DA + Gaussian noise (0.5) + gamma correction (0.5) + grid distortion (0.1) + elastic transform (0.1) + affine transform (0.1) |
Model 4 | Efficient7 | HE | DA + Gaussian noise (0.5) + gamma correction (0.5) |
Model 5 | Efficient7 | HE | DA + Gaussian noise (0.5) + gamma correction (0.5) + grid distortion (0.1) + elastic transform (0.1) + affine transform (0.1) |
Abbreviations: HE, histogram equalization; DA, default augmentation (horizontal flip: 0.5, rotation: a range of ±25°, random contrast: 0.1, random brightness 0.1, gamma correction: 0.1, Gaussian noise: 0.1, contrast limited adaptive histogram equalization 0.1).