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SotA/Computer Vision/Out-of-Distribution Detection/CIFAR-10 vs CIFAR-100

Out-of-Distribution Detection on CIFAR-10 vs CIFAR-100

Metric: AUPR (higher is better)

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#Model↕AUPR▼Extra DataPaperDate↕Code
1DHM100No---
2R+ViT finetuned on CIFAR-1097.75YesExploring the Limits of Out-of-Distribution Dete...2021-06-06Code
3ViT finetuned on CIFAR-1097.68YesExploring the Limits of Out-of-Distribution Dete...2021-06-06Code
4MLP-Mixer finetuned on CIFAR-1096.28YesExploring the Limits of Out-of-Distribution Dete...2021-06-06Code
5Wide 40-2 + OECC82YesOutlier Exposure with Confidence Control for Out...2019-06-08Code
6WRN 40-2 + OE76.2YesDeep Anomaly Detection with Outlier Exposure2018-12-11Code
7WRN 40-2 + Rotation Prediction67.7NoUsing Self-Supervised Learning Can Improve Model...2019-06-28Code
8WRN 40-2 (MSP Baseline)55.8NoA Baseline for Detecting Misclassified and Out-o...2016-10-07Code