TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/NPOS

NPOS

Reported on 10 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 Vision10 results

  • Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
    AUROC· 2023-03-06
    96.19
    best: 99.62 (CMA(ViT-B/16, NegLabel))
    Non-Parametric Outlier SynthesisarXiv:2303.02966
  • Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
    FPR95· 2023-03-06
    16.58
    best: 68.32 (GEN)
    Non-Parametric Outlier SynthesisarXiv:2303.02966
  • Out-of-Distribution DetectiononImageNet-1k vs Textures
    AUROC· 2023-03-06
    88.8
    best: 98.92 (ViM (BiT))
    Non-Parametric Outlier SynthesisarXiv:2303.02966
  • Out-of-Distribution DetectiononImageNet-1k vs Textures
    FPR95· 2023-03-06
    46.12
    best: 79.8 (RP+GradNorm)
    Non-Parametric Outlier SynthesisarXiv:2303.02966
  • Out-of-Distribution DetectiononImageNet-1k vs Places
    AUROC· 2023-03-06
    89.44
    best: 93.11 (CMA(ViT-B/16, NegLabel))
    Non-Parametric Outlier SynthesisarXiv:2303.02966
  • Out-of-Distribution DetectiononImageNet-1k vs Places
    FPR95· 2023-03-06
    45.27
    best: 83.29 (RP+GradNorm)
    Non-Parametric Outlier SynthesisarXiv:2303.02966
  • Out-of-Distribution DetectiononImageNet-1k vs SUN
    AUROC· 2023-03-06
    90.44
    best: 96.36 (CMA(ViT-B/16, NegLabel))
    Non-Parametric Outlier SynthesisarXiv:2303.02966
  • Out-of-Distribution DetectiononImageNet-1k vs SUN
    FPR95· 2023-03-06
    43.77
    best: 80.94 (DOE)
    Non-Parametric Outlier SynthesisarXiv:2303.02966
  • Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
    AUROC· 2023-03-06
    91.22
    best: 95.71 (SCALE (ResNet50))
    Non-Parametric Outlier SynthesisarXiv:2303.02966
  • Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
    FPR95· 2023-03-06
    37.93
    best: 70.12 (RP+GradNorm)
    Non-Parametric Outlier SynthesisarXiv:2303.02966