TranAD

Reported on 5 benchmarks across 4 tasks · 3 papers · 2 SOTA

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

Methodology2 results

Anomaly DetectiononSMD
Precision· 2022-01-18
92.62
SOTA
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data arXiv:2201.07284
Anomaly DetectiononUCR Anomaly Archive
AUC ROC · 2024-11-01
0.4599
best: 0.8001 (SubLOF)
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks arXiv:2411.00278

Time Series2 results

Time Series AnalysisonUCR Anomaly Archive
accuracy· 2023-11-21
0.19
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
0.19
best: 0.708 (TimeVQVAE-AD)
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling arXiv:2311.12550

Graphs1 result

Unsupervised Anomaly DetectiononSMD
Precision· 2022-01-18
92.62
SOTA
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data arXiv:2201.07284