Out-of-Distribution Detection on ImageNet-100 iNaturalist ID OOD
0.7FPR@95NPOS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NPOSEvaluation Protocol=fine-tuned2023.03 | 0.7 | 99.14 | |
| KNNEvaluation Protocol=fine-tuned2023.03 | 6.77 | 98.21 | |
| ODINEvaluation Protocol=fine-tuned2023.03 | 7.32 | 98.09 | |
| VOSEvaluation Protocol=fine-tuned2023.03 | 8.05 | 98.03 | |
| VOS+Evaluation Protocol=fine-tuned2023.03 | 8.44 | 98 | |
| ViMEvaluation Protocol=fine-tuned2023.03 | 13.75 | 96.67 | |
| MCMEvaluation Protocol=zero-shot2023.03 | 15.23 | 97.3 | |
| Description-level Textual Outliersoutlier_source=Textual OE2023.10 | 16.5 | 97.19 | |
| EnergyEvaluation Protocol=fine-tuned2023.03 | 20.95 | 95.94 | |
| Word-level Textual Outliersoutlier_source=Textual OE2023.10 | 26.78 | 96.09 | |
| GradNormEvaluation Protocol=fine-tuned2023.03 | 28.72 | 91.14 | |
| Caption-level Textual Outliersoutlier_source=Textual OE2023.10 | 35.75 | 95.26 | |
| Fort et al./MSPEvaluation Protocol=fine-tuned2023.03 | 49.48 | 93.72 | |
| DOEoutlier_source=Visual OE2023.10 | 82.8 | 66.06 | |
| OEoutlier_source=Visual OE2023.10 | 90.46 | 59.11 | |
| VOSoutlier_source=Visual OE2023.10 | 97.5 | 47.6 |