Table 6 Fréchet inception distance (FID) comparison.

From: Novel dual gland GAN architecture improves human protein localization classification using salivary and pituitary gland inspired loss functions

Architecture

FID (↓)

Standard deviation

p-value

Dual-Gland GAN (Ours)

8.47

 ± 0.62

–

Traditional GAN42

22.35

 ± 2.14

 < 0.001

DCGAN34

17.82

 ± 1.53

 < 0.001

WGAN43

14.61

 ± 1.05

 < 0.001

Pix2Pix GAN44

12.87

 ± 0.98

 < 0.001

Conditional GAN45

15.23

 ± 1.12

 < 0.001

CycleGAN46

13.27

 ± 0.94

 < 0.001

GSIP-GAN40

10.82

 ± 0.86

0.007

ECP-IGANN37

9.91

 ± 0.79

0.042

MCI-GAN38

11.35

 ± 0.90

0.003

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