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Text-to-Image Generation research benchmarks – Page 18 · SOTA2 Research

Text-to-Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FLUX.1 DrawBench (dev)

26.285PSNR

10

Feb 26, 2026

DrawBench 512 x 512 resolution

OUSAC w/o cache

1.009ImageReward

10

Feb 26, 2026

General Text-to-Image Evaluation

23.15FID

10

Jun 2, 2026

Pick-a-Pic (500), HPSv2 (500), and PartiPrompts (1000) (test)

23.07PickScore

10

Feb 26, 2026

54.3Precision

10

Feb 26, 2026

pokemon-blip-captions

0.61CLIP-T

10

Feb 26, 2026

Text-to-Image Evaluation Suite

0.348HPSv2.1

10

Feb 26, 2026

ASQL Conditioner

66Count F1

10

Feb 26, 2026

Human Evaluation Total

85Win Ratio

10

Feb 26, 2026

25.54FID

10

Feb 26, 2026

DVMP (challenge set)

No majority winner

53.67Concept Separation

10

Feb 26, 2026

SEARCHGEN-BENCH Search-Intensive

71.2Checklist Score

9

Jul 7, 2026

Nano Banana Pro

90Culture Score

9

Jul 3, 2026

Lumina-Next High-Resolution Stress Suite

11.3Peak Memory (GB)

9

Jun 30, 2026

COCO 2014-10K (val)

19.17FID

9

Jun 30, 2026

DPGBench (test)

0.83DINO Score

9

Jun 26, 2026

85.42Color Score

9

Jun 24, 2026

77.68Color Fidelity Score

9

Jun 23, 2026

Image-Text-Audio

14.4FID

9

Jun 16, 2026

7.51FID

9

Jun 9, 2026

FLUX.1 13 steps (dev)

ReCache TaylorSeer

0.195LPIPS

9

Jun 5, 2026

FLUX.1 9 steps (dev)

ReCache DiCache

0.316LPIPS

9

Jun 5, 2026

FLUX.1 7 steps (dev)

ReCache DiCache

0.413LPIPS

9

Jun 5, 2026

NVIDIA A6000 GPU Environment

25.59Inference Time (s)

9

May 29, 2026

39.2Average Score

9

May 28, 2026

Page 18 of 39

Popular datasets

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