Out-of-Distribution Detection on CIFAR-10 vs CIFAR-100
Metric: AUPR (higher is better)
Metric: AUPR (higher is better)
| # | Model↕ | AUPR▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DHM | 100 | No | - | - | - |
| 2 | R+ViT finetuned on CIFAR-10 | 97.75 | Yes | Exploring the Limits of Out-of-Distribution Dete... | 2021-06-06 | Code |
| 3 | ViT finetuned on CIFAR-10 | 97.68 | Yes | Exploring the Limits of Out-of-Distribution Dete... | 2021-06-06 | Code |
| 4 | MLP-Mixer finetuned on CIFAR-10 | 96.28 | Yes | Exploring the Limits of Out-of-Distribution Dete... | 2021-06-06 | Code |
| 5 | Wide 40-2 + OECC | 82 | Yes | Outlier Exposure with Confidence Control for Out... | 2019-06-08 | Code |
| 6 | WRN 40-2 + OE | 76.2 | Yes | Deep Anomaly Detection with Outlier Exposure | 2018-12-11 | Code |
| 7 | WRN 40-2 + Rotation Prediction | 67.7 | No | Using Self-Supervised Learning Can Improve Model... | 2019-06-28 | Code |
| 8 | WRN 40-2 (MSP Baseline) | 55.8 | No | A Baseline for Detecting Misclassified and Out-o... | 2016-10-07 | Code |