DICE (ResNet-50)

Reported on 6 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 Vision6 results

Out-of-Distribution DetectiononImageNet-1k vs Textures
AUROC· 2021-11-18
90.3
best: 98.92 (ViM (BiT))
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs Textures
FPR95· 2021-11-18
31.72
best: 79.8 (RP+GradNorm)
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs Places
AUROC· 2021-11-18
87.48
best: 93.11 (CMA(ViT-B/16, NegLabel))
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs Places
FPR95· 2021-11-18
46.49
best: 83.29 (RP+GradNorm)
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs SUN
AUROC· 2021-11-18
90.83
best: 96.36 (CMA(ViT-B/16, NegLabel))
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs SUN
FPR95· 2021-11-18
35.15
best: 80.94 (DOE)
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805