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Papers Benchmarks Datasets Tasks

Image Generation research benchmarks – Page 28 · SOTA2 Research

Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

54Fidelity

4

Feb 26, 2026

54Fidelity

4

Feb 26, 2026

53Fidelity

4

Feb 26, 2026

2Fidelity

4

Feb 26, 2026

5.75KID

4

Feb 26, 2026

14.3KID

4

Feb 26, 2026

11.23KID

4

Feb 26, 2026

ImageNet 50% data

91.9Inception Score

4

Feb 26, 2026

Indian Celebs 256x256 (train test)

28.44FID

4

Feb 26, 2026

Oxford Flowers 256x256 (train test)

19.6FID

4

Feb 26, 2026

CelebA-HQ 1024x1024 (30K)

5.17FID

4

Feb 26, 2026

2.17FID

4

Feb 26, 2026

ImageNet 128x128 (test)

42.07FID

4

Feb 26, 2026

CAT 256x256 2011

32.11Min FID

4

Feb 26, 2026

CIFAR-10 Preference set s1 {Plane, Car, Truck, Ship}

95.9FID

3

Jul 2, 2026

resynthesised FFHQ

4.092FID (FFHQ-50k)

3

Jun 26, 2026

CIFAR10 Pixel 32x32x3 (test)

Free Drafter (Block Verification)

3.67Wall-clock Speedup over DDPM

3

Jun 12, 2026

FFHQ pixel removal

extended generation

104FID

3

Jun 11, 2026

FFHQ Shot noise

extended generation

101.12FID

3

Jun 11, 2026

FFHQ Gaussian noise

extended generation

74.52FID

3

Jun 11, 2026

CIFAR-10 Gaussian noise

extended generation

77.15FID

3

Jun 11, 2026

synthetic data pixel removal

extended generation

163.14FID

3

Jun 11, 2026

synthetic data Gaussian noise

extended generation

189.51FID

3

Jun 11, 2026

ImageNet condensed 2015 (train)

3.43FID

3

Jun 5, 2026

free-form mask non-rectangular (held-out test)

8.64FID

3

May 22, 2026

Page 28 of 36

Popular datasets

ImageNet CIFAR FFHQ LSUN CelebA

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