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Models/NNGuide (RegNet)

NNGuide (RegNet)

Reported on 15 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 Vision15 results

Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
AUROC· 2023-09-26
97.73
SOTA
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
Latency, ms· 2023-09-26
31
SOTA
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
AUROC· 2023-09-26
99.57
best: 99.62 (CMA(ViT-B/16, NegLabel))
SOTA
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
Latency, ms· 2023-09-26
31
SOTA
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Textures
Latency, ms· uses extra data· 2023-09-26
31
SOTA
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs OpenImage-O
FPR95· 2023-09-26
10.79
best: 35.1 (NNGuide (ResNet50 w/ ReAct))
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
FPR95· 2023-09-26
1.83
best: 68.32 (GEN)
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Textures
AUROC· uses extra data· 2023-09-26
95.82
best: 98.92 (ViM (BiT))
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Textures
FPR95· uses extra data· 2023-09-26
17
best: 79.8 (RP+GradNorm)
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Places
AUROC· uses extra data· 2023-09-26
91.87
best: 93.11 (CMA(ViT-B/16, NegLabel))
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Places
FPR95· uses extra data· 2023-09-26
31.47
best: 83.29 (RP+GradNorm)
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs SUN
AUROC· uses extra data· 2023-09-26
94.43
best: 96.36 (CMA(ViT-B/16, NegLabel))
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs SUN
FPR95· uses extra data· 2023-09-26
21.58
best: 80.94 (DOE)
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
AUROC· 2023-09-26
95.42
best: 95.71 (SCALE (ResNet50))
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888
Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
FPR95· 2023-09-26
17.97
best: 70.12 (RP+GradNorm)
Nearest Neighbor Guidance for Out-of-Distribution Detection arXiv:2309.14888