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Models/MNAD

MNAD

Reported on 10 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Methodology6 results

Anomaly DetectiononPHANTOM
Avg. ROC-AUC· 2020-03-30
0.55
best: 0.78 (Pooled Image Level kNN)
SOTA
Learning Memory-guided Normality for Anomaly Detection arXiv:2003.13228
Anomaly DetectiononSomething-Something V2
Avg. ROC-AUC· 2020-03-30
0.52
best: 0.58 (Pooled Image Level kNN)
SOTA
Learning Memory-guided Normality for Anomaly Detection arXiv:2003.13228
Anomaly DetectiononMVTec LOCO AD
Avg. Detection AUROC· 2020-03-30
65.1
best: 95.3 (CSAD)
Learning Memory-guided Normality for Anomaly Detection arXiv:2003.13228
Anomaly DetectiononMVTec LOCO AD
Detection AUROC (only logical)· 2020-03-30
60
best: 98.1 (PSAD)
Learning Memory-guided Normality for Anomaly Detection arXiv:2003.13228
Anomaly DetectiononMVTec LOCO AD
Detection AUROC (only structural)· 2020-03-30
70.2
best: 95.9 (PUAD-M)
Learning Memory-guided Normality for Anomaly Detection arXiv:2003.13228
Anomaly DetectiononMVTec LOCO AD
Segmentation AU-sPRO (until FPR 5%)· 2020-03-30
33.9
best: 83.2 (SAM-LAD)
Learning Memory-guided Normality for Anomaly Detection arXiv:2003.13228

Computer Vision4 results

Abnormal Event Detection In VideoonPHANTOM
Avg. ROC-AUC· 2020-03-30
0.55
best: 0.78 (Pooled Image Level kNN)
SOTA
Learning Memory-guided Normality for Anomaly Detection arXiv:2003.13228
Abnormal Event Detection In VideoonSomething-Something V2
Avg. ROC-AUC· 2020-03-30
0.52
best: 0.58 (Pooled Image Level kNN)
SOTA
Learning Memory-guided Normality for Anomaly Detection arXiv:2003.13228
Semi-supervised Anomaly DetectiononPHANTOM
Avg. ROC-AUC· 2020-03-30
0.55
best: 0.78 (Pooled Image Level kNN)
SOTA
Learning Memory-guided Normality for Anomaly Detection arXiv:2003.13228
Semi-supervised Anomaly DetectiononSomething-Something V2
Avg. ROC-AUC· 2020-03-30
0.52
best: 0.58 (Pooled Image Level kNN)
SOTA
Learning Memory-guided Normality for Anomaly Detection arXiv:2003.13228