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Models/DisCoPatch

DisCoPatch

Reported on 18 benchmarks across 1 task · 1 paper · 7 SOTA

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

Computer Vision18 results

Out-of-Distribution DetectiononImageNet-1k vs NINCO
Latency, ms· 2025-01-14
1.56
SOTA
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1K vs ImageNet-C
AUROC· 2025-01-14
97.2
SOTA
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1K vs ImageNet-C
FPR95· 2025-01-14
10.6
SOTA
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1K vs ImageNet-C
Latency, ms· 2025-01-14
1.56
SOTA
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1K vs SSB-hard
AUROC· 2025-01-14
95.8
SOTA
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1K vs SSB-hard
FPR95· 2025-01-14
19.8
SOTA
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1K vs SSB-hard
Latency, ms· 2025-01-14
1.56
SOTA
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
AUROC· 2025-01-14
94.4
best: 97.73 (NNGuide (RegNet))
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
FPR95· 2025-01-14
29.7
best: 35.1 (NNGuide (ResNet50 w/ ReAct))
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
Latency, ms· 2025-01-14
1.56
best: 31 (NNGuide (RegNet))
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
AUROC· 2025-01-14
99.1
best: 99.62 (CMA(ViT-B/16, NegLabel))
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
FPR95· 2025-01-14
3.6
best: 68.32 (GEN)
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
Latency, ms· 2025-01-14
1.56
best: 31 (NNGuide (RegNet))
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1k vs NINCO
AUROC· 2025-01-14
94.3
best: 95 (ViT-B-384 Mahalanobis (pre-trained on IN-21k))
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1k vs NINCO
FPR@95· 2025-01-14
39
best: 54.9 (EffNetv2-M Relative Mahalanobis)
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1k vs Textures
AUROC· 2025-01-14
96.4
best: 98.92 (ViM (BiT))
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1k vs Textures
FPR95· 2025-01-14
18.9
best: 79.8 (RP+GradNorm)
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005
Out-of-Distribution DetectiononImageNet-1k vs Textures
Latency, ms· 2025-01-14
1.56
best: 31 (NNGuide (RegNet))
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection arXiv:2501.08005