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Models/ViM (ViT-B/16)

ViM (ViT-B/16)

Reported on 8 benchmarks across 1 task · 1 paper · 5 SOTA

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

Computer Vision8 results

  • Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
    AUROC· 2022-03-21
    97.61
    best: 97.73 (NNGuide (RegNet))
    SOTA
    ViM: Out-Of-Distribution with Virtual-logit MatchingarXiv:2203.10807
  • Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
    FPR95· 2022-03-21
    12.61
    best: 35.1 (NNGuide (ResNet50 w/ ReAct))
    SOTA
    ViM: Out-Of-Distribution with Virtual-logit MatchingarXiv:2203.10807
  • Out-of-Distribution DetectiononImageNet-1K vs ImageNet-O
    AUROC· uses extra data· 2022-03-21
    92.55
    best: 92.96 (NNGuide-ViM (ViT-B/16))
    SOTA
    ViM: Out-Of-Distribution with Virtual-logit MatchingarXiv:2203.10807
  • Out-of-Distribution DetectiononImageNet-1K vs ImageNet-O
    FPR95· uses extra data· 2022-03-21
    36.75
    best: 97.3 (GEN)
    SOTA
    ViM: Out-Of-Distribution with Virtual-logit MatchingarXiv:2203.10807
  • Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
    AUROC· 2022-03-21
    99.41
    best: 99.62 (CMA(ViT-B/16, NegLabel))
    SOTA
    ViM: Out-Of-Distribution with Virtual-logit MatchingarXiv:2203.10807
  • Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
    FPR95· 2022-03-21
    2.6
    best: 68.32 (GEN)
    ViM: Out-Of-Distribution with Virtual-logit MatchingarXiv:2203.10807
  • Out-of-Distribution DetectiononImageNet-1k vs Textures
    AUROC· uses extra data· 2022-03-21
    95.34
    best: 98.92 (ViM (BiT))
    ViM: Out-Of-Distribution with Virtual-logit MatchingarXiv:2203.10807
  • Out-of-Distribution DetectiononImageNet-1k vs Textures
    FPR95· uses extra data· 2022-03-21
    20.31
    best: 79.8 (RP+GradNorm)
    ViM: Out-Of-Distribution with Virtual-logit MatchingarXiv:2203.10807