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Papers Benchmarks Datasets Tasks

Image Generation research benchmarks – Page 5 · SOTA2 Research

Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 (10% data)

OmniGAN (d=1024) + ADA + CHAIN

10.1Inception Score

35

Feb 26, 2026

CIFAR-10 (20% data)

OmniGAN (d=1024) + ADA + CHAIN

10.26Inception Score

35

Feb 26, 2026

CIFAR-100 (test)

82.145IS

35

Feb 26, 2026

2.27FID

34

Jun 19, 2026

CelebA-HQ 256x256 (test)

5.11FID

34

Feb 26, 2026

14.65Inception Score

34

May 13, 2026

1,000Modes

32

Feb 26, 2026

ImageNet-256 (test)

FastCache + AdaCorrection

4.37FID

31

Jul 9, 2026

GenEval overall

90GenEval Overall Score

30

Feb 26, 2026

Cats base model (test)

6.76FID

30

Feb 26, 2026

CIFAR-10 100% data

OmniGAN + LCSA + ADA

10.38IS

30

Feb 26, 2026

1.82FID

29

Jul 3, 2026

1.96FID

29

Jun 2, 2026

ImageNet 256x256

VA-VAE + LightningDiT

1.35gFID (w/ CFG)

28

Jun 5, 2026

Panda 100-shot (train)

3.04FID

28

Feb 26, 2026

Grumpy cat 100-shot (train)

13.21FID

28

Feb 26, 2026

Obama 100-shot (train)

9.93FID

28

Feb 26, 2026

CelebA 64x64 discrete-time model (test)

2.02FID

28

Feb 26, 2026

CC3M SDXL v1.0 (test)

33.49FID

27

Jun 23, 2026

89.3Imagination

27

May 15, 2026

2.04FID

26

Mar 23, 2026

Image Generation

240.26Mean Welfare

25

Apr 9, 2026

2.58FID

25

Jun 16, 2026

Playground v2.5

4.48FID

25

Mar 4, 2026

LSUN Bedroom latent (test)

4.48FID

25

Feb 26, 2026

Page 5 of 36

Popular datasets

ImageNet CIFAR FFHQ LSUN CelebA

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