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Papers Benchmarks Datasets Tasks

Text-to-Image Generation research benchmarks – Page 13 · SOTA2 Research

Text-to-Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Nano Banana Pro

0.898Culture Score

13

May 11, 2026

TextGround-Bench (Hard)

w/ Text Only†

20.21CS

13

Apr 28, 2026

User Study 12 Prompts (test)

82.84Win Rate (Full Description)

13

Apr 14, 2026

DialectGen Detailed Prompts

24.71Human Score

13

Apr 8, 2026

DialectGen Concise Prompts

38.63Human Score

13

Apr 8, 2026

23.87FID

13

Mar 30, 2026

Nano Banana Pro

86.3Math Score

13

Mar 11, 2026

89Alignment Score

13

Mar 11, 2026

Webster 500 Memorized Prompts 2023 v1.4 (430 with available target images)

0.636SSCD (Target)

13

Mar 4, 2026

MS-COCO evaluated after 100-concept erasure

26.56CS

13

May 29, 2026

MS-COCO evaluated after 50-concept erasure

26.56CLIP Score

13

May 29, 2026

MS-COCO evaluated after 10-concept erasure

26.56CS Score

13

May 29, 2026

DrawBench FLUX.1 (dev)

0.966IR

13

Feb 26, 2026

0.78GenEval Score

13

Feb 26, 2026

6.836Aesthetic Score

13

Feb 26, 2026

1.084CLIPScore

13

Feb 26, 2026

Open-Image-Pref v1 (test)

0.316HPSv2

13

Feb 26, 2026

Stable Diffusion 512x512 v1.5 (test)

0.248HPSv2.1

13

Feb 26, 2026

10.64HPS Score (All)

13

Feb 26, 2026

22.11FID

13

Feb 26, 2026

Out-of-Domain T2I Dataset

DanceGRPO w/ LoRA Scale

6,707Laplacian Variance

13

Feb 26, 2026

bias-prone prompts Average

0.582Fairness

12

Jul 7, 2026

bias-prone prompts Gender×Race intersectional

0.124Fairness Score

12

Jul 7, 2026

bias-prone prompts (Race)

65.6Fairness

12

Jul 7, 2026

bias-prone prompts (Gender)

0.648Fairness Metric

12

Jul 7, 2026

Page 13 of 39

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