Out-of-Distribution Detection on ImageNet-100 ID Places OOD
5.12FPR95NPOS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NPOSEvaluation Protocol=fine-tuned2023.03 | 5.12 | 98.86 | |
| VOS+Evaluation Protocol=fine-tuned2023.03 | 17.46 | 95.95 | |
| EnergyEvaluation Protocol=fine-tuned2023.03 | 22.35 | 93.08 | |
| KNNEvaluation Protocol=fine-tuned2023.03 | 23.13 | 92.81 | |
| MCMEvaluation Protocol=zero-shot2023.03 | 24.91 | 95.66 | |
| VOSEvaluation Protocol=fine-tuned2023.03 | 29.54 | 92.91 | |
| Word-level Textual Outliersoutlier_source=Textual OE2023.10 | 32.32 | 93.84 | |
| ODINEvaluation Protocol=fine-tuned2023.03 | 32.58 | 92.6 | |
| Caption-level Textual Outliersoutlier_source=Textual OE2023.10 | 35.6 | 93.17 | |
| Description-level Textual Outliersoutlier_source=Textual OE2023.10 | 35.97 | 93.04 | |
| ViMEvaluation Protocol=fine-tuned2023.03 | 39.61 | 88.95 | |
| Fort et al./MSPEvaluation Protocol=fine-tuned2023.03 | 41.3 | 91.53 | |
| GradNormEvaluation Protocol=fine-tuned2023.03 | 43.02 | 81.13 | |
| OEoutlier_source=Visual OE2023.10 | 75.28 | 69.39 | |
| VOSoutlier_source=Visual OE2023.10 | 86.1 | 68.66 | |
| DOEoutlier_source=Visual OE2023.10 | 93.3 | 58.78 |