Out-of-Distribution Detection on ImageNet 100 (ID) OOD Average
5.76FPR95NPOS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NPOSEvaluation Protocol=fine-tuned2023.03 | 5.76 | 98.74 | |
| VOS+Evaluation Protocol=fine-tuned2023.03 | 15.08 | 96.77 | |
| KNNEvaluation Protocol=fine-tuned2023.03 | 17.91 | 95.16 | |
| VOSEvaluation Protocol=fine-tuned2023.03 | 19.16 | 95.69 | |
| EnergyEvaluation Protocol=fine-tuned2023.03 | 19.27 | 94.99 | |
| ODINEvaluation Protocol=fine-tuned2023.03 | 21.11 | 94.98 | |
| MCMEvaluation Protocol=zero-shot2023.03 | 24.72 | 95.76 | |
| ViMEvaluation Protocol=fine-tuned2023.03 | 28 | 93.27 | |
| Description-level Textual Outliersoutlier_source=Textual OE2023.10 | 29.34 | 94.76 | |
| Word-level Textual Outliersoutlier_source=Textual OE2023.10 | 30.7 | 94.79 | |
| Caption-level Textual Outliersoutlier_source=Textual OE2023.10 | 33.52 | 94.39 | |
| GradNormEvaluation Protocol=fine-tuned2023.03 | 38.61 | 84.16 | |
| Fort et al./MSPEvaluation Protocol=fine-tuned2023.03 | 41.87 | 92.98 | |
| OEoutlier_source=Visual OE2023.10 | 86.2 | 63.26 | |
| DOEoutlier_source=Visual OE2023.10 | 88.5 | 61.96 | |
| VOSoutlier_source=Visual OE2023.10 | 90.05 | 61.31 |