# Time-Series Anomaly Detection on OPP Source: [Time-Series Anomaly Detection on OPP]() Collection index: [llms.txt]() Data updated: 2026-03-30T06:59:26.083Z Evaluation of Time-Series Anomaly Detection performance on the OPP dataset, measured using metrics such as AUC-PR. 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 | Time-Series Anomaly Detection | | Dataset (including any stated split) | OPP | | Metric | AUC-PR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 54 of 54 | | 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 - [AUC-PR](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC-PR | Result date | Report paper | | --- | --- | --- | --- | | FREE | 72 | Not recorded | 69ca039f0636e5bf4afc9438 | | PCA | 37 | Not recorded | 69ca039f0636e5bf4afc9438 | | OmniAnomaly | 37 | Not recorded | 69ca039f0636e5bf4afc9438 | | USAD | 36 | Not recorded | 69ca039f0636e5bf4afc9438 | | ARTA | 33 | Not recorded | 69ca039f0636e5bf4afc9438 | | DeepAnT | 29 | Not recorded | 69ca039f0636e5bf4afc9438 | | TranAD | 29 | Not recorded | 69ca039f0636e5bf4afc9438 | | IForest | 27 | Not recorded | 69ca039f0636e5bf4afc9438 | | MCD | 16 | Not recorded | 69ca039f0636e5bf4afc9438 | | Donut | 16 | Not recorded | 69ca039f0636e5bf4afc9438 | | COPOD | 16 | Not recorded | 69ca039f0636e5bf4afc9438 | | HBOS | 15 | Not recorded | 69ca039f0636e5bf4afc9438 | | CBLOF | 14 | Not recorded | 69ca039f0636e5bf4afc9438 | | AutoEncoder | 13 | Not recorded | 69ca039f0636e5bf4afc9438 | | RobustPCA | 13 | Not recorded | 69ca039f0636e5bf4afc9438 | | OCSVM | 11 | Not recorded | 69ca039f0636e5bf4afc9438 | | LOF | 9 | Not recorded | 69ca039f0636e5bf4afc9438 | | EIF | 9 | Not recorded | 69ca039f0636e5bf4afc9438 | | TimesNet | 8 | Not recorded | 69ca039f0636e5bf4afc9438 | | FITS | 7 | Not recorded | 69ca039f0636e5bf4afc9438 | | OFA | 7 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 7 | Not recorded | 69ca039f0636e5bf4afc9438 | | KMeansAD | 6 | Not recorded | 69ca039f0636e5bf4afc9438 | | LSTMAD | 6 | Not recorded | 69ca039f0636e5bf4afc9438 | | AnomalyTransformer | 6 | Not recorded | 69ca039f0636e5bf4afc9438 | | KNN | 5 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 5 | Not recorded | 69ca039f0636e5bf4afc9438 | ### FREE AUC-PR: 72. Result ID: 69ca1f0447f34ce924b2332e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-PR: 37. Result ID: 69ca1f0447f34ce924b23315. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OmniAnomaly AUC-PR: 37. Result ID: 69ca1f0447f34ce924b23323. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### USAD AUC-PR: 36. Result ID: 69ca1f0447f34ce924b23326. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ARTA AUC-PR: 33. Result ID: 69ca1f0447f34ce924b2332f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepAnT AUC-PR: 29. Result ID: 69ca1f0447f34ce924b23320. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TranAD AUC-PR: 29. Result ID: 69ca1f0447f34ce924b23329. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest AUC-PR: 27. Result ID: 69ca1f0447f34ce924b2331c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD AUC-PR: 16. Result ID: 69ca1f0447f34ce924b23316. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Donut AUC-PR: 16. Result ID: 69ca1f0447f34ce924b23321. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPOD AUC-PR: 16. Result ID: 69ca1f0447f34ce924b23325. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS AUC-PR: 15. Result ID: 69ca1f0447f34ce924b2331d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CBLOF AUC-PR: 14. Result ID: 69ca1f0447f34ce924b2331b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoEncoder AUC-PR: 13. Result ID: 69ca1f0447f34ce924b2331e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RobustPCA AUC-PR: 13. Result ID: 69ca1f0447f34ce924b23322. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM AUC-PR: 11. Result ID: 69ca1f0447f34ce924b23317. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUC-PR: 9. Result ID: 69ca1f0447f34ce924b23319. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EIF AUC-PR: 9. Result ID: 69ca1f0447f34ce924b23324. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet AUC-PR: 8. Result ID: 69ca1f0447f34ce924b23328. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FITS AUC-PR: 7. Result ID: 69ca1f0447f34ce924b2332a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA AUC-PR: 7. Result ID: 69ca1f0447f34ce924b2332b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse AUC-PR: 7. Result ID: 69ca1f0447f34ce924b2332d. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Fine-Tuned"}. This record does not assert independent reproduction. ### KMeansAD AUC-PR: 6. Result ID: 69ca1f0447f34ce924b2331a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTMAD AUC-PR: 6. Result ID: 69ca1f0447f34ce924b2331f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnomalyTransformer AUC-PR: 6. Result ID: 69ca1f0447f34ce924b23327. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN AUC-PR: 5. Result ID: 69ca1f0447f34ce924b23318. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse AUC-PR: 5. Result ID: 69ca1f0447f34ce924b2332c. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Zero-Shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.