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Models/ODIN+UMAP (ResNet-50)

ODIN+UMAP (ResNet-50)

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· 2023-06-06
    94.71
    best: 99.62 (CMA(ViT-B/16, NegLabel))
    Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection CapabilityarXiv:2306.03715
  • Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
    FPR95· 2023-06-06
    21.97
    best: 68.32 (GEN)
    Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection CapabilityarXiv:2306.03715
  • Out-of-Distribution DetectiononImageNet-1k vs Textures
    AUROC· 2023-06-06
    88.35
    best: 98.92 (ViM (BiT))
    Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection CapabilityarXiv:2306.03715
  • Out-of-Distribution DetectiononImageNet-1k vs Textures
    FPR95· 2023-06-06
    42.02
    best: 79.8 (RP+GradNorm)
    Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection CapabilityarXiv:2306.03715
  • Out-of-Distribution DetectiononImageNet-1k vs Places
    AUROC· 2023-06-06
    86.99
    best: 93.11 (CMA(ViT-B/16, NegLabel))
    Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection CapabilityarXiv:2306.03715
  • Out-of-Distribution DetectiononImageNet-1k vs Places
    FPR95· 2023-06-06
    50.06
    best: 83.29 (RP+GradNorm)
    Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection CapabilityarXiv:2306.03715
  • Out-of-Distribution DetectiononImageNet-1k vs SUN
    AUROC· 2023-06-06
    86.92
    best: 96.36 (CMA(ViT-B/16, NegLabel))
    Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection CapabilityarXiv:2306.03715
  • Out-of-Distribution DetectiononImageNet-1k vs SUN
    FPR95· 2023-06-06
    49.69
    best: 80.94 (DOE)
    Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection CapabilityarXiv:2306.03715
  • Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
    AUROC· 2023-06-06
    89.24
    best: 95.71 (SCALE (ResNet50))
    Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection CapabilityarXiv:2306.03715
  • Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
    FPR95· 2023-06-06
    40.94
    best: 70.12 (RP+GradNorm)
    Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection CapabilityarXiv:2306.03715