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Models/NNGuide (ResNet50 w/ ReAct)

NNGuide (ResNet50 w/ ReAct)

Reported on 11 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 Vision11 results

Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
FPR95· 2023-09-26
35.1
SOTA
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
AUROC· 2023-09-26
95.45
best: 95.71 (SCALE (ResNet50))
SOTA
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
AUROC· 2023-09-26
92.49
best: 97.73 (NNGuide (RegNet))
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
Latency, ms· 2023-09-26
11.1
best: 31 (NNGuide (RegNet))
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
AUROC· 2023-09-26
97.7
best: 99.62 (CMA(ViT-B/16, NegLabel))
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
FPR95· 2023-09-26
11.12
best: 68.32 (GEN)
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
Latency, ms· 2023-09-26
11.1
best: 31 (NNGuide (RegNet))
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Textures
AUROC· 2023-09-26
96.11
best: 98.92 (ViM (BiT))
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Textures
FPR95· 2023-09-26
17.27
best: 79.8 (RP+GradNorm)
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Textures
Latency, ms· 2023-09-26
11.1
best: 31 (NNGuide (RegNet))
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
FPR95· 2023-09-26
19.72
best: 70.12 (RP+GradNorm)
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888