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Papers Benchmarks Datasets Tasks

Unconditional Image Generation research benchmarks – Page 4 · SOTA2 Research

Unconditional Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CelebA 128 (train)

3.5FID

5

Mar 10, 2026

ImageNet 512x512 (test)

45.01FID

5

Feb 26, 2026

MS-COCO 2014 (val)

88.215FID

5

Feb 26, 2026

4.43FID

5

Feb 26, 2026

ImageNet 64x64 (test)

1.62FID

5

Feb 26, 2026

CIFAR-10 32x32 Score-SDE

12.76FID (NFE=5)

4

Mar 17, 2026

LSUN Cats (test)

7.25FID

4

Feb 26, 2026

2.53FID

4

Feb 26, 2026

LSUN bedroom 64x64

StyleGAN2-D + ViTGAN-G

1.49FID

4

Feb 26, 2026

CIFAR-100 10% (train)

Vision-aided Adversarial training

19.13FID

4

Feb 26, 2026

CIFAR-100 (train)

Vision-aided Adversarial training

14.1FID

4

Feb 26, 2026

CIFAR-10 10% (train)

Vision-aided Adversarial training

16.34FID

4

Feb 26, 2026

FFHQ 256x256 (train/test)

7.48FID

4

Feb 26, 2026

ImageNet 32x32 (train)

3.77NLL (bits/dim)

4

Feb 26, 2026

22.1FID

3

Mar 17, 2026

LSUN bedroom 128x128

StyleGAN2-D + ViTGAN-G

1.87FID

3

Feb 26, 2026

AFHQ Cat (test)

26.1FID

3

Feb 26, 2026

ImageNet 128 (test)

3.08BPD

3

Feb 26, 2026

37.74FID

3

Feb 26, 2026

CIFAR-100 (test)

10.16FID

3

Feb 26, 2026

ImageNet (train)

BigBiGAN High Res E + SL

20.32FID

3

Feb 26, 2026

ImageNet 64x64 (train)

3.48NLL (bits/dim)

3

Feb 26, 2026

ImageNet 32x32 (test)

3.83NLL (bits/dim)

3

Feb 26, 2026

CelebA 3 x 64 x 64 (test)

2.41FID

2

May 11, 2026

CelebA-HQ 1024 x 1024

5.51FID

2

Feb 26, 2026

Page 4 of 5

Popular datasets

ImageNet CIFAR CelebA LSUN FFHQ

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