# Time-Series Anomaly Detection on MITDB (AUC-ROC) Source: [Time-Series Anomaly Detection on MITDB (AUC-ROC)]() Collection index: [llms.txt]() Data updated: 2026-03-30T06:59:26.539Z Evaluation of Time-Series Anomaly Detection performance on the MITDB dataset, specifically reporting the AUC-ROC score. 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) | MITDB | | Metric | AUC-ROC | | Unit | SCALAR | | 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 - [AUC-ROC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC-ROC | Result date | Report paper | | --- | --- | --- | --- | | ARTA | 0.73 | Not recorded | 69ca039f0636e5bf4afc9438 | | DeepAnT | 0.67 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 0.67 | Not recorded | 69ca039f0636e5bf4afc9438 | | USAD | 0.66 | Not recorded | 69ca039f0636e5bf4afc9438 | | OmniAnomaly | 0.65 | Not recorded | 69ca039f0636e5bf4afc9438 | | TimesNet | 0.65 | Not recorded | 69ca039f0636e5bf4afc9438 | | PCA | 0.64 | Not recorded | 69ca039f0636e5bf4afc9438 | | FITS | 0.64 | Not recorded | 69ca039f0636e5bf4afc9438 | | IForest | 0.62 | Not recorded | 69ca039f0636e5bf4afc9438 | | TranAD | 0.62 | Not recorded | 69ca039f0636e5bf4afc9438 | | OFA | 0.62 | Not recorded | 69ca039f0636e5bf4afc9438 | | FREE | 0.62 | Not recorded | 69ca039f0636e5bf4afc9438 | | KMeansAD | 0.58 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 0.57 | Not recorded | 69ca039f0636e5bf4afc9438 | | OCSVM | 0.53 | Not recorded | 69ca039f0636e5bf4afc9438 | | HBOS | 0.53 | Not recorded | 69ca039f0636e5bf4afc9438 | | Donut | 0.53 | Not recorded | 69ca039f0636e5bf4afc9438 | | CBLOF | 0.52 | Not recorded | 69ca039f0636e5bf4afc9438 | | AutoEncoder | 0.52 | Not recorded | 69ca039f0636e5bf4afc9438 | | EIF | 0.52 | Not recorded | 69ca039f0636e5bf4afc9438 | | COPOD | 0.51 | Not recorded | 69ca039f0636e5bf4afc9438 | | KNN | 0.5 | Not recorded | 69ca039f0636e5bf4afc9438 | | LOF | 0.5 | Not recorded | 69ca039f0636e5bf4afc9438 | | LSTMAD | 0.49 | Not recorded | 69ca039f0636e5bf4afc9438 | | AnomalyTransformer | 0.49 | Not recorded | 69ca039f0636e5bf4afc9438 | | RobustPCA | 0.47 | Not recorded | 69ca039f0636e5bf4afc9438 | | MCD | 0.23 | Not recorded | 69ca039f0636e5bf4afc9438 | ### ARTA AUC-ROC: 0.73. Result ID: 69ca1f0447f34ce924b234fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepAnT AUC-ROC: 0.67. Result ID: 69ca1f0447f34ce924b234eb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse AUC-ROC: 0.67. Result ID: 69ca1f0447f34ce924b234f8. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### USAD AUC-ROC: 0.66. Result ID: 69ca1f0447f34ce924b234f1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OmniAnomaly AUC-ROC: 0.65. Result ID: 69ca1f0447f34ce924b234ee. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet AUC-ROC: 0.65. Result ID: 69ca1f0447f34ce924b234f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-ROC: 0.64. Result ID: 69ca1f0447f34ce924b234e0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FITS AUC-ROC: 0.64. Result ID: 69ca1f0447f34ce924b234f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest AUC-ROC: 0.62. Result ID: 69ca1f0447f34ce924b234e7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TranAD AUC-ROC: 0.62. Result ID: 69ca1f0447f34ce924b234f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA AUC-ROC: 0.62. Result ID: 69ca1f0447f34ce924b234f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FREE AUC-ROC: 0.62. Result ID: 69ca1f0447f34ce924b234f9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeansAD AUC-ROC: 0.58. Result ID: 69ca1f0447f34ce924b234e5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse AUC-ROC: 0.57. Result ID: 69ca1f0447f34ce924b234f7. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ZS"}. This record does not assert independent reproduction. ### OCSVM AUC-ROC: 0.53. Result ID: 69ca1f0447f34ce924b234e2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS AUC-ROC: 0.53. Result ID: 69ca1f0447f34ce924b234e8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Donut AUC-ROC: 0.53. Result ID: 69ca1f0447f34ce924b234ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CBLOF AUC-ROC: 0.52. Result ID: 69ca1f0447f34ce924b234e6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoEncoder AUC-ROC: 0.52. Result ID: 69ca1f0447f34ce924b234e9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EIF AUC-ROC: 0.52. Result ID: 69ca1f0447f34ce924b234ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPOD AUC-ROC: 0.51. Result ID: 69ca1f0447f34ce924b234f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN AUC-ROC: 0.5. Result ID: 69ca1f0447f34ce924b234e3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUC-ROC: 0.5. Result ID: 69ca1f0447f34ce924b234e4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTMAD AUC-ROC: 0.49. Result ID: 69ca1f0447f34ce924b234ea. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnomalyTransformer AUC-ROC: 0.49. Result ID: 69ca1f0447f34ce924b234f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RobustPCA AUC-ROC: 0.47. Result ID: 69ca1f0447f34ce924b234ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD AUC-ROC: 0.23. Result ID: 69ca1f0447f34ce924b234e1. [Reporting paper]() 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.