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Models/cDNP

cDNP

Reported on 6 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Methodology4 results

Anomaly DetectiononRoad Anomaly
AP· 2022-11-12
85.6
best: 95.21 (OodDINO)
SOTA
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection arXiv:2211.06660
Anomaly DetectiononRoad Anomaly
FPR95· 2022-11-12
9.8
best: 64.69 (SynthCP)
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection arXiv:2211.06660
Anomaly DetectiononFishyscapes L&F
AP· 2022-11-12
62.2
best: 69.8 (cDNP+OE)
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection arXiv:2211.06660
Anomaly DetectiononFishyscapes L&F
FPR95· 2022-11-12
8.9
best: 47.43 (Dirichlet DeepLab)
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection arXiv:2211.06660

Computer Vision2 results

Out-of-Distribution DetectiononADE-OoD
AP· 2022-11-12
62.35
best: 66.82 (RbA)
SOTA
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection arXiv:2211.06660
Out-of-Distribution DetectiononADE-OoD
FPR@95· 2022-11-12
39.2
best: 82.42 (RbA)
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection arXiv:2211.06660