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Text-to-Image Generation research benchmarks – Page 27 · SOTA2 Research

Text-to-Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FLUX.1 12B inference 1.0 (dev)

4.67Inference Time (s)

6

Feb 26, 2026

Rapidata test-to-image arena as of February 23, 2025

1,040Overall Score

6

Feb 26, 2026

AGI-Eval text-to-image arena 6

0.486ELO Score

6

Feb 26, 2026

Artificial Analysis Text-to-Image Arena as of February 23, 2025

1,122Overall Score

6

Feb 26, 2026

11.31FID

6

Feb 26, 2026

8.52FID

6

Feb 26, 2026

73.22Image Quality Score

6

Feb 26, 2026

Experiment (ii) One-to-One Correspondence Prompt Set

Predicated Diffusion

10Missing Objects (Lenient)

6

Feb 26, 2026

Possession evaluation set (Experiment (iii))

Predicated Diffusion

0.387Text-Image Similarity

6

Feb 26, 2026

Real User Prompts

1Human Rank

6

Feb 26, 2026

13.82FID

6

Feb 26, 2026

Multi-concept datasets five composition pairs (test)

Custom Diffusion

86.65Text Alignment

6

Feb 26, 2026

LVIS COCO 2017 (val)

42Object Accuracy

6

Feb 26, 2026

WikiImages (test)

5.8FID

6

Feb 26, 2026

Localized Narratives COCO (val)

8.39FID

6

Feb 26, 2026

MS-COCO prompts (val)

91Photo-realism

6

Feb 26, 2026

COCO 500 prompts (val)

99.7Single Object Score

5

Jul 3, 2026

Z-Image Evaluation Suite (GenEval, DPG, OneIG) 1.0 (test)

0.76GenEval Score

5

Jul 3, 2026

attribute-neutral prompts (8 professions) (test)

0.473Average Delta

5

Jul 2, 2026

Aesthetic-Eval@4096 (test)

143.11FID

5

Jul 2, 2026

DPG-Bench short

72.881DPG-Bench Score

5

Jul 1, 2026

49.7Spatial Fidelity Score

5

Jul 1, 2026

HPD 4-specialization sweep, n=800 v2

69.5PickScore

5

Jun 23, 2026

0.282PickScore

5

Jun 23, 2026

Real target weather

0.271CLIP Score

5

Jun 19, 2026

Page 27 of 39

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