# Multivariate Time-Series Anomaly Detection on OPP Source: [Multivariate Time-Series Anomaly Detection on OPP]() Collection index: [llms.txt]() Data updated: 2026-03-30T06:59:27.227Z Evaluation of Multivariate Time-Series Anomaly Detection performance on the OPP dataset, measured using the VUS-PR metric. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Multivariate Time-Series Anomaly Detection | | Dataset (including any stated split) | OPP | | Metric | VUS-PR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [VUS-PR](): Higher is better; unit: PERCENT. ## Recorded results | Method | VUS-PR | Result date | Report paper | | --- | --- | --- | --- | | FREE | 82 | Not recorded | 69ca039f0636e5bf4afc9438 | | ARTA | 35 | Not recorded | 69ca039f0636e5bf4afc9438 | | PCA | 30 | Not recorded | 69ca039f0636e5bf4afc9438 | | IForest | 18 | Not recorded | 69ca039f0636e5bf4afc9438 | | OmniAnomaly | 18 | Not recorded | 69ca039f0636e5bf4afc9438 | | USAD | 18 | Not recorded | 69ca039f0636e5bf4afc9438 | | MCD | 17 | Not recorded | 69ca039f0636e5bf4afc9438 | | HBOS | 17 | Not recorded | 69ca039f0636e5bf4afc9438 | | LSTMAD | 17 | Not recorded | 69ca039f0636e5bf4afc9438 | | COPOD | 17 | Not recorded | 69ca039f0636e5bf4afc9438 | | DeepAnT | 16 | Not recorded | 69ca039f0636e5bf4afc9438 | | TranAD | 16 | Not recorded | 69ca039f0636e5bf4afc9438 | | Donut | 15 | Not recorded | 69ca039f0636e5bf4afc9438 | | CBLOF | 14 | Not recorded | 69ca039f0636e5bf4afc9438 | | AutoEncoder | 14 | Not recorded | 69ca039f0636e5bf4afc9438 | | RobustPCA | 13 | Not recorded | 69ca039f0636e5bf4afc9438 | | OCSVM | 12 | Not recorded | 69ca039f0636e5bf4afc9438 | | LOF | 10 | Not recorded | 69ca039f0636e5bf4afc9438 | | EIF | 10 | Not recorded | 69ca039f0636e5bf4afc9438 | | AnomalyTransformer | 7 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 7 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 7 | Not recorded | 69ca039f0636e5bf4afc9438 | | KNN | 6 | Not recorded | 69ca039f0636e5bf4afc9438 | | KMeansAD | 6 | Not recorded | 69ca039f0636e5bf4afc9438 | | TimesNet | 6 | Not recorded | 69ca039f0636e5bf4afc9438 | | FITS | 5 | Not recorded | 69ca039f0636e5bf4afc9438 | | OFA | 5 | Not recorded | 69ca039f0636e5bf4afc9438 | ### FREE VUS-PR: 82. Result ID: 69ca1f0447f34ce924b23724. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ARTA VUS-PR: 35. Result ID: 69ca1f0447f34ce924b23725. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA VUS-PR: 30. Result ID: 69ca1f0447f34ce924b2370b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest VUS-PR: 18. Result ID: 69ca1f0447f34ce924b23712. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OmniAnomaly VUS-PR: 18. Result ID: 69ca1f0447f34ce924b23719. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### USAD VUS-PR: 18. Result ID: 69ca1f0447f34ce924b2371c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD VUS-PR: 17. Result ID: 69ca1f0447f34ce924b2370c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS VUS-PR: 17. Result ID: 69ca1f0447f34ce924b23713. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTMAD VUS-PR: 17. Result ID: 69ca1f0447f34ce924b23715. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPOD VUS-PR: 17. Result ID: 69ca1f0447f34ce924b2371b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepAnT VUS-PR: 16. Result ID: 69ca1f0447f34ce924b23716. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TranAD VUS-PR: 16. Result ID: 69ca1f0447f34ce924b2371f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Donut VUS-PR: 15. Result ID: 69ca1f0447f34ce924b23717. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CBLOF VUS-PR: 14. Result ID: 69ca1f0447f34ce924b23711. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoEncoder VUS-PR: 14. Result ID: 69ca1f0447f34ce924b23714. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RobustPCA VUS-PR: 13. Result ID: 69ca1f0447f34ce924b23718. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM VUS-PR: 12. Result ID: 69ca1f0447f34ce924b2370d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF VUS-PR: 10. Result ID: 69ca1f0447f34ce924b2370f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EIF VUS-PR: 10. Result ID: 69ca1f0447f34ce924b2371a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnomalyTransformer VUS-PR: 7. Result ID: 69ca1f0447f34ce924b2371d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse VUS-PR: 7. Result ID: 69ca1f0447f34ce924b23722. [Reporting paper]() Recorded evaluation configuration: {"Evaluation protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### TSPulse VUS-PR: 7. Result ID: 69ca1f0447f34ce924b23723. [Reporting paper]() Recorded evaluation configuration: {"Evaluation protocol":"Fine-Tuned"}. This record does not assert independent reproduction. ### KNN VUS-PR: 6. Result ID: 69ca1f0447f34ce924b2370e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeansAD VUS-PR: 6. Result ID: 69ca1f0447f34ce924b23710. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet VUS-PR: 6. Result ID: 69ca1f0447f34ce924b2371e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FITS VUS-PR: 5. Result ID: 69ca1f0447f34ce924b23720. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA VUS-PR: 5. Result ID: 69ca1f0447f34ce924b23721. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.