LAION-400M

anchor

Findings

• IC-1520OpenCLIP's per-sample zero-shot accuracy on ImageNet-based OOD benchmarks is strongly correlated with the perceptual similarity between that sample and its nearest neighbor in LAION-400M [source]
• IC-553OpenCLIP ViT-B/16's image-text alignment score is a strong predictor of domain generalization accuracy, while perceptual similarity to LAION-400M pre-training data is a weaker predictor [source]