Deep SVDD

Reported on 4 benchmarks across 3 tasks · 2 papers · 1 SOTA

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

Methodology2 results

Anomaly DetectiononTII-SSRC-23
AUC· 2023-09-14
97.84
SOTA
TII-SSRC-23 Dataset: Typological Exploration of Diverse Traffic Patterns for Intrusion Detection arXiv:2310.10661
Anomaly DetectiononOne-class CIFAR-10
AUROC
65.7
best: 99.6 (CLIP (OE))

Time Series2 results

Time Series AnalysisonUCR Anomaly Archive
accuracy· 2023-11-21
0.076
best: 0.708 (TimeVQVAE-AD)
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling arXiv:2311.12550
Time Series Anomaly DetectiononUCR Anomaly Archive
accuracy· 2023-11-21
0.076
best: 0.708 (TimeVQVAE-AD)
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling arXiv:2311.12550