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Papers Benchmarks Datasets Tasks

Text-to-Image Synthesis research benchmarks · SOTA2 Research

Text-to-Image Synthesis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MS-COCO 2014 (val)

6.63FID

58

Feb 26, 2026

0.251HPS

57

Jul 9, 2026

5.85FID

38

Feb 26, 2026

Original Images

6.09FID

35

Feb 26, 2026

6.95FID

31

Feb 26, 2026

CUB-200-2011 (test)

10.32FID

20

Feb 26, 2026

CelebA-HQ (test)

15.46FID

19

Feb 26, 2026

10.5FID

18

Feb 26, 2026

10.08FID

16

Feb 26, 2026

Momentum Guidance

30.62HPSv2.1

14

Feb 26, 2026

11.97FID

13

Feb 27, 2026

COCO 2014 (test)

6.95FID-30k

13

Feb 26, 2026

MS COCO 256x256

6.95FID

13

Feb 26, 2026

MS COCO 64x64 zero-shot

6.95Zero-shot FID30k

13

Feb 26, 2026

Original Images

74.97SOA-C

13

Feb 26, 2026

5.45Inception Score

13

Jun 9, 2026

MS-COCO 2014 (test)

AttnGAN + Object Pathways

24.76IS

11

Feb 26, 2026

AnE Animal-Animal

34.2Full Similarity

10

May 26, 2026

AnE Animal-Object split

0.364Full Similarity

10

May 26, 2026

AnE Object-Object

0.369Full Similarity

10

May 26, 2026

COCO 10K prompts 2014

19.01FID

10

Feb 26, 2026

Science-T2I C (test)

38.48SciScore

9

Mar 24, 2026

Science-T2I S (test)

35.43SciScore

9

Mar 24, 2026

40 animal prompts Stable Diffusion v1.5 (test)

9.18Aesthetic Score

9

Feb 26, 2026

GenEval SD V1.5

57Overall Score

9

Feb 26, 2026

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