Out Of Distribution Detection On Imagenet 1K 11
Metriken
AUROC
FPR95
Latency, ms
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
| Paper Title | ||||
|---|---|---|---|---|
| NNGuide (RegNet) | 97.73 | 10.79 | 31.00 | Nearest Neighbor Guidance for Out-of-Distribution Detection |
| ViM (ViT-B/16) | 97.61 | 12.61 | - | ViM: Out-Of-Distribution with Virtual-logit Matching |
| Forte | 96.73 ± 00.11 | 11.77 ± 00.57 | - | Forte : Finding Outliers with Representation Typicality Estimation |
| DisCoPatch | 94.4 | 29.7 | 1.56 | DisCoPatch: Batch Statistics Are All You Need For OOD Detection, But Only If You Can Trust Them |
| NNGuide (ResNet50 w/ ReAct) | 92.49 | 35.1 | 11.10 | Nearest Neighbor Guidance for Out-of-Distribution Detection |
| NAC-UE (ResNet-50) | 91.45 | - | - | Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization |
| GEN | 80.43 | - | - | GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection |
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