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Papers Benchmarks Datasets Tasks

Image Generation research benchmarks – Page 4 · SOTA2 Research

Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet 64x64 (val)

1.37FID

48

Feb 26, 2026

88.32DPG Score

47

Mar 27, 2026

CelebA-HQ (test)

1.658FID

45

May 15, 2026

ImageNet 64x64 (50k samples)

17.95FID

44

Mar 17, 2026

WISE legacy (test)

86Cultural Score

42

Jun 23, 2026

CIFAR-10 (test)

DiT + DiffusionBlocks

37.2FID

42

May 18, 2026

28.43PSNR

42

May 15, 2026

ImageNet 256x256 50k images (val)

7.45FID

42

Feb 26, 2026

ImageNet-1K 256x256 (train val)

2.06FID

41

May 27, 2026

CIFAR-100 (10% data)

OmniGAN (d=1024) + ADA + CHAIN

12.7Inception Score

41

Feb 26, 2026

CIFAR-100 (20% data)

OmniGAN + LCSA + ADA

13.78IS

41

Feb 26, 2026

CIFAR-10 (test)

2.28FID

40

Jul 7, 2026

FFHQ 64x64 (EDM) 50k samples

2.29FID

40

Mar 17, 2026

ImageNet 512x512 (test/val)

1.85FID

39

Jul 3, 2026

CIFAR-10 unconditional (test)

2.01FID

39

Feb 26, 2026

CIFAR-10 (test)

1.75FID

38

Jun 4, 2026

ImageNet 1K (train)

4.81FID

38

Mar 9, 2026

1.49FID

38

Apr 9, 2026

FFHQ 256x256 (test)

1.68FID

38

May 12, 2026

12.5FID

37

Apr 28, 2026

ImageNet-256 (FID-50K)

RAE + Momentum Guidance

1.37FID

36

May 20, 2026

Sub-IN 256x256 (test)

20.03FID

36

Feb 26, 2026

ImageNet 50k samples (test)

2.6FID

35

Mar 5, 2026

Tiny-ImageNet (test)

15.77IS

35

Feb 26, 2026

CIFAR-100 (full data)

OmniGAN (d=1024) + ADA + CHAIN

13.98Inception Score

35

Feb 26, 2026

Page 4 of 36

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ImageNet CIFAR FFHQ LSUN CelebA

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