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Papers Benchmarks Datasets Tasks

Image Generation research benchmarks – Page 9 · SOTA2 Research

Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

88Overall Performance Score

15

Apr 2, 2026

MNIST 28x28 (test)

98.2F1 Score (8)

15

Feb 26, 2026

33.87IS

15

Feb 26, 2026

Animal Face Cat (full)

19.58FID

15

Feb 26, 2026

Panda low-shot 100-shot

6.93FID

15

Feb 26, 2026

12.64FID

15

Feb 26, 2026

2.65NLL

15

Feb 26, 2026

STL-10 (train test)

22.18FID

15

Feb 26, 2026

ImageNet 32x32 (test)

3.72FID

15

Feb 26, 2026

AFHQ Cat v1 (test)

1.81FID

15

Feb 26, 2026

AFHQ Dog v1 (test)

3.63FID

15

Feb 26, 2026

10.41Inception Score

15

Feb 26, 2026

CAT 64x64 (N=9304)

15.61Mean FID

15

Feb 26, 2026

FFHQ 256x256 50k (test)

2.05FID

15

Feb 26, 2026

FLUX.1 1.024x1024 (dev)

2.57Latency (s)

14

Jul 1, 2026

1.085ImgReward

14

Jul 1, 2026

GenEvolve-Bench Quality-Anchored

GenEvolve (strong generator)

0.583KScore

14

May 22, 2026

GenEvolve-Bench Knowledge-Anchored

GenEvolve (strong generator)

0.567KScore

14

May 22, 2026

GenEvolve-Bench Overall

GenEvolve (strong generator)

79.7Faithfulness

14

May 22, 2026

MSRL + voting@16

75.9Accuracy

14

Mar 27, 2026

CelebA-64 50k samples (test)

Soft Truncation-G++

1.34FID

14

Feb 26, 2026

AFHQ Wild v1 (test)

1.18FID

14

Feb 26, 2026

2.25FID

14

Feb 26, 2026

6.7FID

14

Feb 26, 2026

CelebA 128x128 (test)

5.74FID

14

Feb 26, 2026

Page 9 of 36

Popular datasets

ImageNet CIFAR FFHQ LSUN CelebA

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