NAC-UE (ResNet-50)

Reported on 3 benchmarks across 1 task · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision3 results

Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
AUROC· 2023-06-05
91.45
best: 97.73 (NNGuide (RegNet))
Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization arXiv:2306.02879
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
AUROC· 2023-06-05
96.52
best: 99.62 (CMA(ViT-B/16, NegLabel))
Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization arXiv:2306.02879
Out-of-Distribution DetectiononImageNet-1k vs Textures
AUROC· 2023-06-05
97.9
best: 98.92 (ViM (BiT))
Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization arXiv:2306.02879