Watermarking (WRN-40-2 w/ Energy)

Reported on 4 benchmarks across 1 task · 1 paper · 1 SOTA

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

Computer Vision4 results

Out-of-Distribution DetectiononImageNet-1k vs Textures
FPR95· 2022-10-27
67.75
best: 79.8 (RP+GradNorm)
SOTA
Watermarking for Out-of-distribution Detection arXiv:2210.15198
Out-of-Distribution DetectiononImageNet-1k vs Textures
AUROC· 2022-10-27
80.8
best: 98.92 (ViM (BiT))
Watermarking for Out-of-distribution Detection arXiv:2210.15198
Out-of-Distribution DetectiononImageNet-1k vs Places
AUROC· 2022-10-27
79.85
best: 93.11 (CMA(ViT-B/16, NegLabel))
Watermarking for Out-of-distribution Detection arXiv:2210.15198
Out-of-Distribution DetectiononImageNet-1k vs Places
FPR95· 2022-10-27
71.85
best: 83.29 (RP+GradNorm)
Watermarking for Out-of-distribution Detection arXiv:2210.15198