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Papers Benchmarks Datasets Tasks

LAION dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

LAION

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Text-to-Image Generation

LAION 5,000 prompts

17.5FID

3

Image Generation

LAION-Aesthetic

5.5FID (50K Subset)

3

Super-resolution

LAION (random 10K samples)

1.54FID (10k)

3

Text-to-Image Generation Diversity

LAION 500 prompts

0.804CLIP Similarity

2

Foundation Model Training

LAION 500M 5B

74.7Top-1 Accuracy

2

Text-to-image generation

LAION 62 (train)

8.28FID10K

2

Diffusion Model Memorization Detection and Mitigation

LAION-400M

0.999AUC

1

Pose-guided Text-to-Image Generation

LAION-Human (test)

—AP

0

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Popular tasks

Text-to-Image Generation Image-to-Image Translation Amodal Completion High-Resolution Image Generation Filtered Nearest Neighbor Search

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