Table 18 Failure analysis for DAC-GAN.

From: Deep atrous context convolution generative adversarial network with corner key point extracted feature for nuts classification

Class

Testing Samples

Misclassified Samples

Error Rate (%)

Mean IoU (%)

STD IoU (%)

Brazil nut

100

3

1.00

99.71

0.20

Cashew

100

3

1.00

99.72

0.19

Chestnut

100

1

2.00

99.68

0.22

Peanut

100

3

2.00

99.66

0.24

Pecan nut

100

3

2.00

99.65

0.25

Pistachio

100

4

1.00

99.70

0.20

Macadamia

100

6

1.00

99.73

0.18

Walnut

100

2

1.00

99.74

0.19

Total

800

25

1.38

99.70

0.21