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Papers Benchmarks Datasets Tasks

Text-to-Image Generation research benchmarks – Page 30 · SOTA2 Research

Text-to-Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Concurrent Existence Prompt Set Experiment (i)

Predicated Diffusion

18.5Missing Objects (Lenient)

5

Feb 26, 2026

COCO-CN ZH (test)

Ground-Truth EN Captions

14.35FID

5

Feb 26, 2026

No majority winner

50.17Concept Separation

5

Feb 26, 2026

38.42Concept Separation

5

Feb 26, 2026

LAION-Aesthetic 6+

35.36FID (1 Step)

5

Feb 26, 2026

OPT-66B ZS user input pool v1.4 (test)

71.34RSR

5

Feb 26, 2026

MS-COCO 50k descriptions randomly selected (train)

7.27FID

5

Feb 26, 2026

7.36Latency (sec)

4

Jul 7, 2026

Stable Diffusion 3

0.056Latency (s)

4

Jul 7, 2026

4.66Human Visual Annotation Score

4

Jul 3, 2026

4.74Visual Annotation Score

4

Jul 3, 2026

4.36Human Visual Annotation Score

4

Jul 3, 2026

Compositional multi-subject Prompt Family

0.045Gender-debiasing Parity Gap

4

Jul 2, 2026

Long Contextual Prompt Family

0.049Gender Parity Gap (Δ)

4

Jul 2, 2026

Paraphrased Prompt Family

10Gender Parity Gap (%)

4

Jul 2, 2026

Compositional Prompt Family C

0.045Gender Parity Gap (Δ)

4

Jul 2, 2026

Long Contextual Prompt Family B

0.049Gender Parity Gap

4

Jul 2, 2026

Paraphrased Prompt Family A

10Gender Parity Gap

4

Jul 2, 2026

Standard "A photo of a {profession}" Prompt Template (Reference)

7.5Gender Parity Gap

4

Jul 2, 2026

Wide Aspect Ratio Generation 2.39:1, 5952×2496

151.99FID

4

Jul 2, 2026

Wide Aspect Ratio Generation 16:9, 5120×2880

142.43FID

4

Jul 2, 2026

Wide Aspect Ratio Generation 1:2, 2048×4096

143.71FID

4

Jul 2, 2026

Wide Aspect Ratio Generation 2:1, 4096×2048

147.54FID

4

Jul 2, 2026

GenEval long prompts LLM-refined

47.8GenEval Score

4

Jul 1, 2026

0.296CLIP Score

4

Jun 30, 2026

Page 30 of 39

Popular datasets

GenEval MS-COCO DrawBench COCO T2I-CompBench

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