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Papers Benchmarks Datasets Tasks

Image Generation research benchmarks – Page 22 · SOTA2 Research

Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

8.89FID

5

Jun 30, 2026

TCGA-COADREAD 20x patches (256x256)

7.68FID

5

Jun 8, 2026

TCGA-BRCA 20x patches (256x256)

6.61FID

5

Jun 8, 2026

ImageNet-1K 10K subset 256x256

3.43FID

5

Jun 5, 2026

129.61FID

5

May 7, 2026

CelebA unconditional

9.99FID

5

Apr 29, 2026

0.23SIFID

5

Apr 15, 2026

0.03SIFID

5

Apr 15, 2026

0.04SIFID

5

Apr 15, 2026

PixArt-Eval30K Reference: SD3.5-L

36.28PIQE

5

Apr 13, 2026

PixArt-Eval30K Reference: FLUX.1-dev

34.78PIQE

5

Apr 13, 2026

34.65FID

5

Mar 23, 2026

CIFAR-10 Gray-scale

19.47FID

5

Mar 23, 2026

Cultural Alignment Benchmark

OpenAI – ChatGPT

92.56Overall Score

5

Mar 18, 2026

Adverse-weather Synthetic Lane Dataset (test)

0.23FID

5

Mar 12, 2026

Simpsons character faces K=100 d=4,096 (train)

Bootstrap (replay)

0N Score

5

Mar 10, 2026

0.94Time (s)

5

Mar 6, 2026

1.86Speedup

5

Mar 4, 2026

ImageNet 256x256 (train)

Dense-DiT-L-Flow

166.67Training Time

5

Mar 4, 2026

AFHQ Cats 512x512

7.75FID (512x512)

5

Mar 19, 2026

Flux Evaluation Set Out-of-domain

22.849PickScore

5

Feb 26, 2026

Flux Evaluation Set In-domain

0.332HPSv2.1

5

Feb 26, 2026

ImageNet-64 1.0 (train test)

{(g1,y^DCT, g2,y^DCT)}

2.238FID

5

Feb 26, 2026

Reference Manifold Person (test)

11.69Precision

5

Feb 26, 2026

Reference Manifold Monster (test)

7.1Precision

5

Feb 26, 2026

Page 22 of 36

Popular datasets

ImageNet CIFAR FFHQ LSUN CelebA

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