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Table 4 Comparison of KID (Kernel inception distance) indicators

From: Dual discriminator GAN-based synthetic crop disease image generation for precise crop disease identification

Leaf category

StyleGAN2

SwapAE

FDIT

DDPM

StyleGAN3-T

DDGAN

FHWD

Apple black rot

0.0585

0.0087

0.0042

0.0278

0.0084

0.0509

0.0017

Corn gray leaf spot

0.1219

0.0139

0.0057

0.0203

0.0111

0.0733

0.0057

Corn common rust

0.0403

0.0214

0.0146

0.0147

0.0215

0.0183

0.012

Corn Northern leaf blight

0.1285

0.0100

0.0089

0.008

0.0071

0.0146

0.005

Potato early blight

0.0540

0.0068

0.0063

0.0173

0.0048

0.0302

0.0041

Potato late blight

0.0798

0.0073

0.004

0.0104

0.0036

0.0337

0.0035

Pepper bacterial spot

0.0626

0.0140

0.0069

0.0242

0.0078

0.0289

0.0058

Tomato early blight

0.0990

0.0185

0.0078

0.0099

0.0081

0.0285

0.0051

Grape Black rot

0.0469

0.0107

0.0097

0.0124

0.0072

0.009

0.0064

Strawberry Leaf scorch

0.0685

0.0126

0.0073

0.0143

0.0045

0.0136

0.0062

Avg KID

0.0756

0.0124

0.0075

0.0159

0.0084

0.0301

0.0056

  1. The best results are shown in bold