Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

Benchmark Model Rank Results
time-series-anomaly-detection-on-ucr-anomalyTimeVQVAE-AD#1accuracy: 0.708
time-series-anomaly-detection-on-ucr-anomalyMatrix Profile STUMPY#2accuracy: 0.512
time-series-anomaly-detection-on-ucr-anomalyMDI#3accuracy: 0.47
time-series-anomaly-detection-on-ucr-anomalyMatrix Profile SCRIMP#4accuracy: 0.416
time-series-anomaly-detection-on-ucr-anomalyRCF#5accuracy: 0.387
time-series-anomaly-detection-on-ucr-anomalyIF#6accuracy: 0.376
time-series-anomaly-detection-on-ucr-anomalyConvolutional AE#7accuracy: 0.352
time-series-anomaly-detection-on-ucr-anomalySR-CNN#8accuracy: 0.3
time-series-anomaly-detection-on-ucr-anomalyUSAD#9accuracy: 0.276
time-series-anomaly-detection-on-ucr-anomalyAE#10accuracy: 0.236
time-series-anomaly-detection-on-ucr-anomalyLSTM-VAE#11accuracy: 0.198
time-series-anomaly-detection-on-ucr-anomalyTranAD#12accuracy: 0.19
time-series-anomaly-detection-on-ucr-anomalyOC-SVM#13accuracy: 0.088
time-series-anomaly-detection-on-ucr-anomalyDeep SVDD#14accuracy: 0.076
time-series-anomaly-detection-on-ucr-anomalyDAGMM#15accuracy: 0.061
time-series-anomaly-detection-on-ucr-anomalyTS-TCC-AD#16accuracy: 0.006