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Layout-to-Image Generation research benchmarks – Page 2 · SOTA2 Research

Layout-to-Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

74.34FID

4

Jun 1, 2026

COCO Texture 2014 (test)

InstanceDiffusion + Marmot

0.25Accuracy

4

Mar 17, 2026

COCO Color 2014 (test)

61.37Accuracy

4

Mar 17, 2026

RC CC3M 1,000 layouts (test)

0.65LPIPS

4

Feb 26, 2026

29.42CropCLIP Score

4

Feb 26, 2026

COCO-3K zero-shot

26.6LocalCLIP Score

4

Feb 26, 2026

GLIGEN + ISACLO

71.3Counting F1

3

Jun 30, 2026

25.6Average Similarity

3

Feb 26, 2026

0.28Average Similarity

3

Feb 26, 2026

COCO-Stuff (test)

46.4User Preference

3

Feb 26, 2026

OpenImages 512 x 512 (test)

35.8FID

2

Feb 26, 2026

OpenImages 256 x 256 (test)

32.02FID

2

Feb 26, 2026

Visual Genome (VG) (test)

68.6User Preference

2

Feb 26, 2026

—

—FID

0

Feb 26, 2026

Cityscapes (test)

—

—FID

0

Feb 26, 2026

—

—FID

0

Feb 26, 2026

Bedrooms (test)

—

—FID

0

Feb 26, 2026

—

—FID

0

Feb 26, 2026

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