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LAION

Benchmarks

Task NameDataset NameSOTA ResultTrend
Text-to-Image GenerationLAION-5B 1,000 prompts
FID (Real)47.079
20
Image-to-Image Translation (Appearance Divergence)LAION Mini
Structure Similarity96.8
20
Image-to-Image Translation (Appearance Consistency)LAION Mini
Structure Similarity0.965
20
Text-to-Image GenerationLAION-Art
SSCD0.83
18
Text-to-Image GenerationLAION 5B 1K
HPSv2.128.685
18
Machine UnlearningLAION 400M
Forget Accuracy58.91
15
Open-set Test-Time AdaptationLAION-C (severity = 3, kappa = 0.5)
Places-L ACC28.1
13
Paired Perceptual DeviationLAION
LPIPS0
10
Text-image alignmentLAION
CLIP Cosine Similarity0.31
10
Text-conditional image generationLAION-10k
CLIP Score33.2
10
Text-to-Image GenerationLAION
P Score0.91
8
Filtered Nearest Neighbor SearchLAION 25M 1.0 (train)
Indexing Time (s)569
8
Filtered Nearest Neighbor SearchLAION 5M subset 1.0 (train)
Indexing Time (s)89
8
Filtered Nearest Neighbor SearchLAION 1M 1.0 (train)
Indexing Time (s)13
8
Text-to-Image GenerationLAION 10K 5B (test)
FID10.68
8
Pose-guided Text-to-Image GenerationLAION-Human
AP57.11
7
Text-driven Image-to-Image TranslationLAION Mini (subset (20 samples))
Inversion Time (s)3.5
7
Text-to-Image GenerationLAION-10k Scenario 1 (test)
Similarity (95pc)0.6504
7
High-Resolution Image GenerationLAION-5B 4x4 scaling factor (test)
FID58.91
7
High-Resolution Image GenerationLAION-5B 3x3 scaling factor (test)
FID68.82
7
High-Resolution Image GenerationLAION 5B 2x2 scaling factor (test)
FID58.91
7
Text-to-Image GenerationLAION-5B FI (test)
FID16.23
7
Index ConstructionLAION25M
Construction Time (s)697.9
6
Approximate Nearest Neighbor SearchLAION 25M
Storage overhead (GB)54.3
6
Image-to-Text RetrievalLAION-5B
R@575.2
6
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