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Models/DOE

DOE

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 SUN
    FPR95· 2023-03-09
    80.94
    SOTA
    Out-of-distribution Detection with Implicit Outlier TransformationarXiv:2303.05033
  • Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
    FPR95· 2023-03-09
    59.83
    best: 70.12 (RP+GradNorm)
    SOTA
    Out-of-distribution Detection with Implicit Outlier TransformationarXiv:2303.05033
  • Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
    AUROC· 2023-03-09
    85.98
    best: 99.62 (CMA(ViT-B/16, NegLabel))
    Out-of-distribution Detection with Implicit Outlier TransformationarXiv:2303.05033
  • Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
    FPR95· 2023-03-09
    55.87
    best: 68.32 (GEN)
    Out-of-distribution Detection with Implicit Outlier TransformationarXiv:2303.05033
  • Out-of-Distribution DetectiononImageNet-1k vs Textures
    AUROC· 2023-03-09
    88.9
    best: 98.92 (ViM (BiT))
    Out-of-distribution Detection with Implicit Outlier TransformationarXiv:2303.05033
  • Out-of-Distribution DetectiononImageNet-1k vs Textures
    FPR95· 2023-03-09
    34.67
    best: 79.8 (RP+GradNorm)
    Out-of-distribution Detection with Implicit Outlier TransformationarXiv:2303.05033
  • Out-of-Distribution DetectiononImageNet-1k vs Places
    AUROC· 2023-03-09
    83.05
    best: 93.11 (CMA(ViT-B/16, NegLabel))
    Out-of-distribution Detection with Implicit Outlier TransformationarXiv:2303.05033
  • Out-of-Distribution DetectiononImageNet-1k vs Places
    FPR95· 2023-03-09
    67.84
    best: 83.29 (RP+GradNorm)
    Out-of-distribution Detection with Implicit Outlier TransformationarXiv:2303.05033
  • Out-of-Distribution DetectiononImageNet-1k vs SUN
    AUROC· 2023-03-09
    76.26
    best: 96.36 (CMA(ViT-B/16, NegLabel))
    Out-of-distribution Detection with Implicit Outlier TransformationarXiv:2303.05033
  • Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
    AUROC· 2023-03-09
    83.54
    best: 95.71 (SCALE (ResNet50))
    Out-of-distribution Detection with Implicit Outlier TransformationarXiv:2303.05033