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Models/DevNet

DevNet

Reported on 12 benchmarks across 4 tasks · 2 papers · 10 SOTA

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

Methodology6 results

Anomaly DetectiononCensus
AUC· 2019-11-19
0.828
SOTA
Deep Anomaly Detection with Deviation Networks arXiv:1911.08623
Anomaly DetectiononCensus
Average Precision· 2019-11-19
0.321
SOTA
Deep Anomaly Detection with Deviation Networks arXiv:1911.08623
Anomaly DetectiononThyroid
AUC· 2019-11-19
0.783
SOTA
Deep Anomaly Detection with Deviation Networks arXiv:1911.08623
Anomaly DetectiononThyroid
Average Precision· 2019-11-19
0.274
SOTA
Deep Anomaly Detection with Deviation Networks arXiv:1911.08623
Anomaly DetectiononMVTec AD
Detection AUROC· uses extra data· 2021-08-01
94.5
best: 99.9 (GLASS)
Explainable Deep Few-shot Anomaly Detection with Deviation Networks arXiv:2108.00462
Anomaly DetectiononMVTec AD
Segmentation AUROC· uses extra data· 2021-08-01
91.8
best: 99.7 (WeakREST-Block)
Explainable Deep Few-shot Anomaly Detection with Deviation Networks arXiv:2108.00462

Miscellaneous2 results

Fraud DetectiononKaggle-Credit Card Fraud Dataset
AUC· 2019-11-19
0.98
SOTA
Deep Anomaly Detection with Deviation Networks arXiv:1911.08623
Fraud DetectiononKaggle-Credit Card Fraud Dataset
Average Precision· 2019-11-19
0.69
SOTA
Deep Anomaly Detection with Deviation Networks arXiv:1911.08623

Natural Language Processing2 results

Intrusion DetectiononNB15-Backdoor
AUC· 2019-11-19
0.969
SOTA
Deep Anomaly Detection with Deviation Networks arXiv:1911.08623
Intrusion DetectiononNB15-Backdoor
Average Precision· 2019-11-19
0.883
SOTA
Deep Anomaly Detection with Deviation Networks arXiv:1911.08623

Robots2 results

Active Speaker DetectiononKaggle-Credit Card Fraud Dataset
AUC· 2019-11-19
0.98
SOTA
Deep Anomaly Detection with Deviation Networks arXiv:1911.08623
Active Speaker DetectiononKaggle-Credit Card Fraud Dataset
Average Precision· 2019-11-19
0.69
SOTA
Deep Anomaly Detection with Deviation Networks arXiv:1911.08623