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Models/DICE + ReAct (ResNet-50)

DICE + ReAct (ResNet-50)

Reported on 10 benchmarks across 1 task · 1 paper · 4 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 Textures
AUROC· 2021-11-18
92.74
best: 98.92 (ViM (BiT))
SOTA
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs Places
AUROC· 2021-11-18
90.67
best: 93.11 (CMA(ViT-B/16, NegLabel))
SOTA
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs SUN
AUROC· 2021-11-18
93.94
best: 96.36 (CMA(ViT-B/16, NegLabel))
SOTA
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
AUROC· 2021-11-18
93.4
best: 95.71 (SCALE (ResNet50))
SOTA
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
AUROC· 2021-11-18
96.24
best: 99.62 (CMA(ViT-B/16, NegLabel))
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
FPR95· 2021-11-18
18.64
best: 68.32 (GEN)
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs Textures
FPR95· 2021-11-18
28.07
best: 79.8 (RP+GradNorm)
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs Places
FPR95· 2021-11-18
36.86
best: 83.29 (RP+GradNorm)
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs SUN
FPR95· 2021-11-18
25.45
best: 80.94 (DOE)
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805
Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
FPR95· 2021-11-18
27.25
best: 70.12 (RP+GradNorm)
DICE: Leveraging Sparsification for Out-of-Distribution Detection arXiv:2111.09805