Research Article

Muskmelon Maturity Stage Classification Model Based on CNN

Table 3

Details of image augmentation method.

No.Details of method1

1imgcorruptlike.spatter (severity = 3)
2imgcorruptlike.GaussianNoise (severity = 2)
3imgcorruptlike.GaussianBlur (severity = 2)
4imgcorruptlike.motionBlur (severity = 3)
5imgcorruptlike.contrast (severity = 2)
6imgcorruptlike.brightness (severity = 2)
7imgcorruptlike.saturate (severity = 2)
8HorizontalFlip (0.5)
9Affine (rotate = (−45, 45))
10ShearY ((−30, 20))
11Rain (speed = (0.1, 0.3))
12Clouds()
13Rain (drop_size = (0.15, 0.20))

1Source: imgaug [27].