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SotA/Computer Vision/Out-of-Distribution Detection/ImageNet-1k vs NINCO

Out-of-Distribution Detection on ImageNet-1k vs NINCO

Metric: AUROC (higher is better)

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#Model↕AUROC▼Extra DataPaperDate↕Code
1ViT-B-384 Mahalanobis (pre-trained on IN-21k)95YesIn or Out? Fixing ImageNet Out-of-Distribution D...2023-06-01Code
2DisCoPatch94.3NoDisCoPatch: Taming Adversarially-driven Batch St...2025-01-14-
3EffNetv2-M Relative Mahalanobis88.9NoIn or Out? Fixing ImageNet Out-of-Distribution D...2023-06-01Code
4EffNetb7 Relative Cosine Sim87.9NoIn or Out? Fixing ImageNet Out-of-Distribution D...2023-06-01Code