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Papers Benchmarks Datasets Tasks

Image Generation research benchmarks – Page 31 · SOTA2 Research

Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

RC-49 fake images 128 x 128

0.111Intra-FID

3

Feb 26, 2026

xView2 pre-disaster (hold)

34.74FID

3

Feb 27, 2026

CIFAR-100 long-tailed (val)

10.5FID

3

Feb 26, 2026

CIFAR-100 normal (val)

2.72FID

3

Feb 26, 2026

7.21FID

3

Feb 26, 2026

FMNIST Even (test)

WGAN-GP + S2M sampling

97.87Accuracy

3

Feb 26, 2026

MNIST-Even (test)

WGAN-GP + S2M sampling

96.37Accuracy

3

Feb 26, 2026

METFACES v1 (test)

15.44FID

3

Feb 26, 2026

AnimalFace Dog low-shot (train)

Vision-aided Adversarial training

6.47FID

3

Feb 26, 2026

AnimalFace Cat (low-shot) (train)

Vision-aided Adversarial training

0.29KID

3

Feb 26, 2026

Bridge low-shot (train)

Vision-aided Adversarial training

0.22KID

3

Feb 26, 2026

Vision-aided Adversarial training

2.11FID

3

Feb 26, 2026

LSUN CAT 256 (full-dataset)

Vision-aided Adversarial training

3.98FID

3

Feb 26, 2026

LSUN Cat 256x256 (train)

6.81FID

3

Feb 26, 2026

183.2FID

3

Feb 26, 2026

208.1FID

3

Feb 26, 2026

11.8FID

3

Feb 26, 2026

8.63FID

3

Feb 26, 2026

LSUN Horse 256x256 (test val)

2.57FID

3

Feb 26, 2026

29.2FID

3

Feb 26, 2026

LSUN-Cat 5k samples (train)

StyleGAN2 + DiffAugment

16.11FID

3

Feb 26, 2026

LSUN-Cat 30k samples (train)

StyleGAN2 + DiffAugment

9.68FID

3

Feb 26, 2026

FFHQ 1k samples (train)

21.29FID

3

Feb 26, 2026

FFHQ 5k samples (train)

StyleGAN2 + DiffAugment

10.45FID

3

Feb 26, 2026

FFHQ 30k samples (train)

StyleGAN2 + DiffAugment

5.05FID

3

Feb 26, 2026

Page 31 of 36

Popular datasets

ImageNet CIFAR FFHQ LSUN CelebA

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