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

Out-of-Distribution Detection on ImageNet-1k vs OpenImage-O

Metric: AUROC (higher is better)

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#Model↕AUROC▼Extra DataPaperDate↕Code
1NNGuide (RegNet)97.73NoNearest Neighbor Guidance for Out-of-Distributio...2023-09-26Code
2ViM (ViT-B/16)97.61NoViM: Out-Of-Distribution with Virtual-logit Matc...2022-03-21Code
3DisCoPatch94.4NoDisCoPatch: Taming Adversarially-driven Batch St...2025-01-14-
4NNGuide (ResNet50 w/ ReAct)92.49NoNearest Neighbor Guidance for Out-of-Distributio...2023-09-26Code
5NAC-UE (ResNet-50)91.45NoNeuron Activation Coverage: Rethinking Out-of-di...2023-06-05Code
6GEN80.43No--Code