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Dataset ยท Hugging Face

MHuangX/LAION-Beyond

LAION-Beyond: Reproducible Vision-Language Models Meet Concepts Out of Pre-Training ๐Ÿ“„ Paper (CVPR 2025) | ๐Ÿ’ป Code | ๐ŸŒ Project Page Dataset Summary LAION-Beyond is the first multi-domain benchmark specifically designed to evaluate the Out-of-Pre-training (OOP) generalization of vision-language models (e.g., CLIP, OpenCLIP, EVA-CLIP). We distinguish two types of visual concepts: IP (In-Pre-training): concepts that appear in the pre-training data (e.g.โ€ฆ See the full description on the dataset page: https://huggingface.co/datasets/MHuangX/LAION-Beyond.

Author / organizationMHuangX
License (as declared)cc-by-sa-4.0
Downloads766 (as reported by Hugging Face)
Likes1
Created7 April 2026
Last updated at source9 April 2026
vision-languageCLIPout-of-pre-trainingOOPbenchmarkmultimodalfew-shotzero-shot
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