Table 21 Biological constraint ablation study.

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

Constraint configuration

FID (↓)

Biological plausibility score

Volume accuracy

Connectivity score

All constraints

8.47

0.94

0.96

0.92

Without volume constraints

11.23

0.78

0.71

0.91

Without connectivity constraints

12.67

0.82

0.95

0.68

Without morphological constraints

10.89

0.85

0.94

0.89

Without homeostatic regularization

13.45

0.76

0.88

0.83

No biological constraints

18.45

0.52

0.59

0.54

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