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Models/RankFeat (ResNetv2-101)

RankFeat (ResNetv2-101)

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· 2022-09-18
    90.93
    best: 93.11 (CMA(ViT-B/16, NegLabel))
    SOTA
    RankFeat: Rank-1 Feature Removal for Out-of-distribution DetectionarXiv:2209.08590
  • Out-of-Distribution DetectiononImageNet-1k vs SUN
    AUROC· 2022-09-18
    94.07
    best: 96.36 (CMA(ViT-B/16, NegLabel))
    SOTA
    RankFeat: Rank-1 Feature Removal for Out-of-distribution DetectionarXiv:2209.08590
  • Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
    AUROC· 2022-09-18
    91.91
    best: 99.62 (CMA(ViT-B/16, NegLabel))
    RankFeat: Rank-1 Feature Removal for Out-of-distribution DetectionarXiv:2209.08590
  • Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
    FPR95· 2022-09-18
    41.31
    best: 68.32 (GEN)
    RankFeat: Rank-1 Feature Removal for Out-of-distribution DetectionarXiv:2209.08590
  • Out-of-Distribution DetectiononImageNet-1k vs Textures
    AUROC· 2022-09-18
    91.7
    best: 98.92 (ViM (BiT))
    RankFeat: Rank-1 Feature Removal for Out-of-distribution DetectionarXiv:2209.08590
  • Out-of-Distribution DetectiononImageNet-1k vs Textures
    FPR95· 2022-09-18
    37.29
    best: 79.8 (RP+GradNorm)
    RankFeat: Rank-1 Feature Removal for Out-of-distribution DetectionarXiv:2209.08590
  • Out-of-Distribution DetectiononImageNet-1k vs Places
    FPR95· 2022-09-18
    39.34
    best: 83.29 (RP+GradNorm)
    RankFeat: Rank-1 Feature Removal for Out-of-distribution DetectionarXiv:2209.08590
  • Out-of-Distribution DetectiononImageNet-1k vs SUN
    FPR95· 2022-09-18
    29.27
    best: 80.94 (DOE)
    RankFeat: Rank-1 Feature Removal for Out-of-distribution DetectionarXiv:2209.08590
  • Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
    AUROC· 2022-09-18
    92.15
    best: 95.71 (SCALE (ResNet50))
    RankFeat: Rank-1 Feature Removal for Out-of-distribution DetectionarXiv:2209.08590
  • Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
    FPR95· 2022-09-18
    36.8
    best: 70.12 (RP+GradNorm)
    RankFeat: Rank-1 Feature Removal for Out-of-distribution DetectionarXiv:2209.08590