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Text-to-Image Generation research benchmarks – Page 31 · SOTA2 Research

Text-to-Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

57.43T2I-Comp Score

4

Jun 24, 2026

HPDv2 (prompts)

0.315PickScore

4

Jun 23, 2026

85.41Attribute Accuracy

4

Jun 23, 2026

10-prompt benchmark (full)

0.281V-Error

4

Jun 12, 2026

63 OCR-target prompts

0.76OCR NED

4

Jun 11, 2026

200-prompt quality benchmark

19.46Pick Score

4

Jun 11, 2026

User Study Prompt Set

3.65User Preference Score (LLaMA)

4

Jun 9, 2026

SD Large Turbo 3.5

81.6Precision

4

Jun 8, 2026

91.36Score

4

Jun 4, 2026

MS-COCO 2014 (test)

0.26CLIP Score

4

Jun 1, 2026

Endoscopy (held-out)

UniMedVL (Ours)

94.04FID

4

Jun 1, 2026

Ultrasound (held-out)

56.81FID

4

Jun 1, 2026

Optical Coherence Tomography (OCT) (held-out)

UniMedVL (Ours)

54.2FID

4

Jun 1, 2026

Magnetic Resonance Imaging (MRI) (held-out)

61.87FID

4

Jun 1, 2026

Histopathology (HIS) (held-out)

UniMedVL (Ours)

102.31FID

4

Jun 1, 2026

Computed Tomography (CT) (held-out)

74.25FID

4

Jun 1, 2026

Chest X-Ray (CXR) (held-out)

UniMedVL (Ours)

63.54FID

4

Jun 1, 2026

Color Fundus Photography (CFP) (held-out)

LlamaGen-MediTok

57.96FID

4

Jun 1, 2026

Flickr30K (test)

75.65FID

4

May 18, 2026

COCO 2017 (test)

26.07FID

4

May 18, 2026

Taxonomy-based Evaluation Suite 43 prompts

Wan-2.5-preview

0.992Entity Adherence

4

May 14, 2026

38.68FID

4

May 12, 2026

31.34FID

4

May 12, 2026

5.926Aesthetic Score

4

May 8, 2026

21.89PickScore

4

Apr 29, 2026

Page 31 of 39

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