LSTMCaps

Reported on 4 benchmarks across 2 tasks · 1 paper · 4 SOTA

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

Time Series3 results

Change Point DetectiononSKAB
NAB (LowFN)· 2022-02-11
31.59
SOTA
Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data arXiv:2202.05538
Change Point DetectiononSKAB
NAB (lowFP)· 2022-02-11
17.14
best: 21.69 (BinSeg CPD algorithm (Mahalanobis metric))
SOTA
Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data arXiv:2202.05538
Change Point DetectiononSKAB
NAB (standard)· 2022-02-11
27.77
SOTA
Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data arXiv:2202.05538

Methodology1 result

Outlier DetectiononSKAB
Average F1· 2022-02-11
0.74
SOTA
Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data arXiv:2202.05538