Out-of-Distribution Detection on ImageNet-100 (ID) vs Textures (OOD)
8.01FPR@95NPOS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NPOSEvaluation Protocol=fine-tuned2023.03 | 8.01 | 98.47 | |
| VOSEvaluation Protocol=fine-tuned2023.03 | 13.79 | 97.28 | |
| KNNEvaluation Protocol=fine-tuned2023.03 | 15.02 | 96.73 | |
| EnergyEvaluation Protocol=fine-tuned2023.03 | 15.36 | 96.19 | |
| ODINEvaluation Protocol=fine-tuned2023.03 | 15.5 | 96.58 | |
| VOS+Evaluation Protocol=fine-tuned2023.03 | 16.85 | 96.43 | |
| ViMEvaluation Protocol=fine-tuned2023.03 | 26.94 | 94.13 | |
| GradNormEvaluation Protocol=fine-tuned2023.03 | 28.28 | 91.29 | |
| MCMEvaluation Protocol=zero-shot2023.03 | 33.68 | 94.11 | |
| Caption-level Textual Outliersoutlier_source=Textual OE2023.10 | 36.99 | 94.08 | |
| Word-level Textual Outliersoutlier_source=Textual OE2023.10 | 37.93 | 93.81 | |
| Fort et al./MSPEvaluation Protocol=fine-tuned2023.03 | 38.16 | 93.53 | |
| Description-level Textual Outliersoutlier_source=Textual OE2023.10 | 38.17 | 93.88 | |
| VOSoutlier_source=Visual OE2023.10 | 86.6 | 63.55 | |
| DOEoutlier_source=Visual OE2023.10 | 92.7 | 61.23 | |
| OEoutlier_source=Visual OE2023.10 | 92.72 | 64.02 |