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Text-to-Image Generation research benchmarks – Page 39 · SOTA2 Research

Text-to-Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PIXART-α with DC-AE-f32

6.1FID

2

Feb 26, 2026

TextDiffuser-2 Evaluation Set

95Design Quality

2

Feb 26, 2026

T2I-CompBench spatial set

47.22 Objects Exist

2

Feb 26, 2026

33.63CLIP Score

2

Feb 26, 2026

Stable Diffusion

44.16FID

2

Feb 26, 2026

PartiPrompts (test)

18.42FID

2

Feb 26, 2026

LAION 62 (train)

8.28FID10K

2

Feb 26, 2026

Custom Diffusion

16.05FID (Moongate)

2

Feb 26, 2026

REALTOXICITYPROMPTS

Safe Latent Diffusion

10Inappropriate Probability

2

Feb 26, 2026

ACDC & DSB (test)

TextToCine2DMRI

31.68FID

1

Jun 16, 2026

Ideogram prompts 50-prompt slice

19.96PSNR

1

Jun 11, 2026

MIMIC-CXR Pneumothorax

Latent Diffusion Model

8.08FID

1

Feb 26, 2026

MIMIC-CXR Opacification

Latent Diffusion Model

4.8FID

1

Feb 26, 2026

MIMIC-CXR Pleural effusion

Latent Diffusion Model

6.57FID

1

Feb 26, 2026

MIMIC-CXR Cardiomegaly

Latent Diffusion Model

7.42FID

1

Feb 26, 2026

COCO 256 x 256 No people subset 2014 (val)

50Photorealism

1

Feb 26, 2026

MS-COCO filtered 256x256 (val)

12.89FID

1

Feb 26, 2026

EasyRead qualitative prompts 1.5 (test)

—

—Primary metric

0

Mar 17, 2026

animals 1.0 (dev)

—

—Primary metric

0

Feb 26, 2026

TRINS-Gen difficult 1.0 (test)

—

—FID

0

Feb 26, 2026

Qualitative Prompts

—

—Primary metric

0

Feb 26, 2026

Qualitative Prompts

—

—Primary metric

0

Feb 26, 2026

Page 39 of 39

Popular datasets

GenEval MS-COCO DrawBench COCO T2I-CompBench

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