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Does CLIP’s generalization performance mainly stem from high train-test similarity?
2024-01-16
· ICLR 2024 poster ·
anchor
Findings
IC-1520
OpenCLIP'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