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Models/DenseNet-BC-100

DenseNet-BC-100

Reported on 25 benchmarks across 1 task · 1 paper · 22 SOTA

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

Computer Vision25 results

  • Out-of-Distribution DetectiononCIFAR-10 vs Gaussian
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-10 vs Uniform
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-10 vs LSUN (C)
    AUROC· 2021-10-18
    99.9
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononSVHN vs iSUN
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-100 vs ImageNet (C)
    AUROC· 2021-10-18
    99
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-10 vs iSUN
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-100 vs Gaussian
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononSVHN vs Uniform
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononSVHN vs ImageNet (R)
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-10 vs ImageNet (C)
    AUROC· 2021-10-18
    99.9
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-100 vs LSUN (R)
    AUROC· 2021-10-18
    99.7
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononSVHN vs Gaussian
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononSVHN vs CIFAR-100
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononSVHN vs CIFAR-10
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-10 vs SVHN
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-100 vs Uniform
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-10 vs ImageNet (R)
    AUROC· 2021-10-18
    99.9
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononSVHN vs ImageNet (C)
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononSVHN vs LSUN (R)
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-100 vs iSUN
    AUROC· 2021-10-18
    99.5
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-100 vs ImageNet (R)
    AUROC· 2021-10-18
    99.5
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononSVHN vs LSUN (C)
    AUROC· 2021-10-18
    100
    SOTA
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-100 vs SVHN
    AUROC· 2021-10-18
    98.4
    best: 98.7 (OECC + MD)
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-10 vs LSUN (R)
    AUROC· 2021-10-18
    100
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246
  • Out-of-Distribution DetectiononCIFAR-100 vs LSUN (C)
    AUROC· 2021-10-18
    96.1
    best: 97.8 (ResNet-34)
    Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution DetectionarXiv:2110.09246