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Models/ASH-S (ResNet-50)

ASH-S (ResNet-50)

Reported on 10 benchmarks across 1 task · 1 paper · 2 SOTA

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

Computer Vision10 results

Out-of-Distribution DetectiononImageNet-1k vs Places
AUROC· 2022-09-20
90.98
best: 93.11 (CMA(ViT-B/16, NegLabel))
SOTA
Extremely Simple Activation Shaping for Out-of-Distribution Detection arXiv:2209.09858
Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
AUROC· 2022-09-20
95.12
best: 95.71 (SCALE (ResNet50))
SOTA
Extremely Simple Activation Shaping for Out-of-Distribution Detection arXiv:2209.09858
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
AUROC· 2022-09-20
97.87
best: 99.62 (CMA(ViT-B/16, NegLabel))
Extremely Simple Activation Shaping for Out-of-Distribution Detection arXiv:2209.09858
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
FPR95· 2022-09-20
11.49
best: 68.32 (GEN)
Extremely Simple Activation Shaping for Out-of-Distribution Detection arXiv:2209.09858
Out-of-Distribution DetectiononImageNet-1k vs Textures
AUROC· 2022-09-20
97.6
best: 98.92 (ViM (BiT))
Extremely Simple Activation Shaping for Out-of-Distribution Detection arXiv:2209.09858
Out-of-Distribution DetectiononImageNet-1k vs Textures
FPR95· 2022-09-20
11.93
best: 79.8 (RP+GradNorm)
Extremely Simple Activation Shaping for Out-of-Distribution Detection arXiv:2209.09858
Out-of-Distribution DetectiononImageNet-1k vs Places
FPR95· 2022-09-20
39.78
best: 83.29 (RP+GradNorm)
Extremely Simple Activation Shaping for Out-of-Distribution Detection arXiv:2209.09858
Out-of-Distribution DetectiononImageNet-1k vs SUN
AUROC· 2022-09-20
94.02
best: 96.36 (CMA(ViT-B/16, NegLabel))
Extremely Simple Activation Shaping for Out-of-Distribution Detection arXiv:2209.09858
Out-of-Distribution DetectiononImageNet-1k vs SUN
FPR95· 2022-09-20
27.98
best: 80.94 (DOE)
Extremely Simple Activation Shaping for Out-of-Distribution Detection arXiv:2209.09858
Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
FPR95· 2022-09-20
22.8
best: 70.12 (RP+GradNorm)
Extremely Simple Activation Shaping for Out-of-Distribution Detection arXiv:2209.09858