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Table 8 AutoAugment augmentation policy found on the reduced CIFAR-10 dataset [38]

From: A survey on Image Data Augmentation for Deep Learning

 

Operation 1

Operation 2

Sub-policy 0

(Invert,0.1,7)

(Contrast,0.2,6)

Sub-policy 1

(Rotate,0.7,2)

(TranslateX,0.3,9)

Sub-policy 2

(Sharpness,0.8,1)

(Sharpness,0.9,3)

Sub-policy 3

(ShearY,0.5,8)

(TranslateY,0.7,9)

Sub-policy 4

(AutoContrast,0.5,8)

(Equalize,0.9,2)

Sub-policy 5

(ShearY,0.2,7)

(Posterize,0.3,7)

Sub-policy 6

(Color,0.4,3)

(Brightness,0.6,7)

Sub-policy 7

(Sharpness,0.3,9)

(Brightness,0.7,9)

Sub-policy 8

(Equalize,0.6,5)

(Equalize,0.5,1)

Sub-policy 9

(Contrast,0.6,7)

(Sharpness,0.6,5)

Sub-policy 10

(Color,0.7,7)

(TranslateX,0.5,8)

Sub-policy 11

(Equalize,0.3,7)

(AutoContrast,0.4,8)

Sub-policy 12

(TranslateY,0.4,3)

(Sharpness,0.2,6)

Sub-policy 13

(Brightness,0.9,6)

(Color,0.2,8)

Sub-policy 14

(Solarize,0.5,2)

(Invert,0.0,3)

Sub-policy 15

(Equalize,0.2,0)

(AutoContrast,0.6,0)

Sub-policy 16

(Equalize,0.2,8)

(Equalize,0.6,4)

Sub-policy 17

(Color,0.9,9)

(Equalize,0.6,6)

Sub-policy 18

(AutoContrast,0.8,4)

(Solarize,0.2,8)

Sub-policy 19

(Brightness,0.1,3)

(Color,0.7,0)

Sub-policy 20

(Solarize,0.4,5)

(AutoContrast,0.9,3)

Sub-policy 21

(TranslateY,0.9,9)

(TranslateY,0.7,9)

Sub-policy 22

(AutoContrast,0.9,2)

(Solarize,0.8,3)

Sub-policy 23

(Equalize,0.8,8)

(Invert,0.1,3)

Sub-policy 24

(TranslateY,0.7,9)

(AutoContrast,0.9,1)