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Text-to-Image Generation research benchmarks – Page 7 · SOTA2 Research

Text-to-Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UniGenBench 600 prompts (test)

36.4HPS-v2 Score

21

Jun 2, 2026

34.27CLIP Score

21

May 29, 2026

91.77Attribute Score

21

Jun 9, 2026

35.16ClipScore

21

Jun 2, 2026

77.28OA (%)

21

Feb 26, 2026

MS COCO 2017 (test)

21.88FID

21

May 26, 2026

MS-COCO zero-shot FID-30k 256x256

6.61FID

21

Feb 26, 2026

MS-COCO Captions 30,000 (val)

7.55FID-0

21

Feb 26, 2026

GenEval 553 prompts

33.6CLIP Score

20

Jun 24, 2026

0.261Pick-Score

20

Jun 17, 2026

Aesthetic-4K (test)

1.39IR

20

May 22, 2026

FLUX.1 1024x1024 resolution (dev)

1.095ImageReward

20

May 19, 2026

97OCR Score

20

Jun 30, 2026

GenEval 553 prompts, 4 samples each (full)

69.59Accuracy

20

Jun 24, 2026

LAION-5B 1,000 prompts

47.079FID (Real)

20

Apr 10, 2026

DABench v1.5 (test)

136.62IR

20

Mar 24, 2026

Pick-a-Pic (val)

24.9PickScore

20

Feb 26, 2026

LAION-Aesthetic 6.5+ (test)

13.53FID

20

Feb 26, 2026

Text-to-Image Evaluation Benchmarks

10.86HPSv3

19

Jul 1, 2026

Qwen-Image-Bench

58.65Quality Score

19

Jun 29, 2026

SD 3.5 M + FlowGRPO

92OCR Score

19

Jun 30, 2026

31.67HPSV2.1

19

Mar 24, 2026

HPD v1.0 (test)

0.155HPS v3

19

Mar 16, 2026

MS-COCO 512x512 (val)

20.69FID

19

Jul 2, 2026

0.331CLIP Score

19

Mar 4, 2026

Page 7 of 39

Popular datasets

GenEval MS-COCO DrawBench COCO T2I-CompBench

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