# Time-Series Anomaly Detection on SMD Source: [Time-Series Anomaly Detection on SMD]() Collection index: [llms.txt]() Data updated: 2026-03-30T06:59:26.936Z Evaluation of Time-Series Anomaly Detection performance on the SMD dataset, reporting the VUS-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) | SMD | | Metric | VUS-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 - [VUS-ROC](): Higher is better; unit: SCALAR. ## Recorded results | Method | VUS-ROC | Result date | Report paper | | --- | --- | --- | --- | | OmniAnomaly | 0.91 | Not recorded | 69ca039f0636e5bf4afc9438 | | FREE | 0.91 | Not recorded | 69ca039f0636e5bf4afc9438 | | ARTA | 0.91 | Not recorded | 69ca039f0636e5bf4afc9438 | | PCA | 0.9 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 0.9 | Not recorded | 69ca039f0636e5bf4afc9438 | | DeepAnT | 0.89 | Not recorded | 69ca039f0636e5bf4afc9438 | | TimesNet | 0.89 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 0.88 | Not recorded | 69ca039f0636e5bf4afc9438 | | USAD | 0.87 | Not recorded | 69ca039f0636e5bf4afc9438 | | KMeansAD | 0.86 | Not recorded | 69ca039f0636e5bf4afc9438 | | FITS | 0.86 | Not recorded | 69ca039f0636e5bf4afc9438 | | EIF | 0.85 | Not recorded | 69ca039f0636e5bf4afc9438 | | KNN | 0.84 | Not recorded | 69ca039f0636e5bf4afc9438 | | TranAD | 0.84 | Not recorded | 69ca039f0636e5bf4afc9438 | | MCD | 0.81 | Not recorded | 69ca039f0636e5bf4afc9438 | | HBOS | 0.8 | Not recorded | 69ca039f0636e5bf4afc9438 | | CBLOF | 0.79 | Not recorded | 69ca039f0636e5bf4afc9438 | | Donut | 0.78 | Not recorded | 69ca039f0636e5bf4afc9438 | | COPOD | 0.78 | Not recorded | 69ca039f0636e5bf4afc9438 | | OCSVM | 0.77 | Not recorded | 69ca039f0636e5bf4afc9438 | | IForest | 0.77 | Not recorded | 69ca039f0636e5bf4afc9438 | | OFA | 0.77 | Not recorded | 69ca039f0636e5bf4afc9438 | | AutoEncoder | 0.76 | Not recorded | 69ca039f0636e5bf4afc9438 | | LOF | 0.75 | Not recorded | 69ca039f0636e5bf4afc9438 | | RobustPCA | 0.58 | Not recorded | 69ca039f0636e5bf4afc9438 | | LSTMAD | 0.48 | Not recorded | 69ca039f0636e5bf4afc9438 | | AnomalyTransformer | 0.48 | Not recorded | 69ca039f0636e5bf4afc9438 | ### OmniAnomaly VUS-ROC: 0.91. Result ID: 69ca1f0447f34ce924b23641. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FREE VUS-ROC: 0.91. Result ID: 69ca1f0447f34ce924b2364c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ARTA VUS-ROC: 0.91. Result ID: 69ca1f0447f34ce924b2364d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA VUS-ROC: 0.9. Result ID: 69ca1f0447f34ce924b23633. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse VUS-ROC: 0.9. Result ID: 69ca1f0447f34ce924b2364b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-Tuned"}. This record does not assert independent reproduction. ### DeepAnT VUS-ROC: 0.89. Result ID: 69ca1f0447f34ce924b2363e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet VUS-ROC: 0.89. Result ID: 69ca1f0447f34ce924b23646. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse VUS-ROC: 0.88. Result ID: 69ca1f0447f34ce924b2364a. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### USAD VUS-ROC: 0.87. Result ID: 69ca1f0447f34ce924b23644. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeansAD VUS-ROC: 0.86. Result ID: 69ca1f0447f34ce924b23638. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FITS VUS-ROC: 0.86. Result ID: 69ca1f0447f34ce924b23648. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EIF VUS-ROC: 0.85. Result ID: 69ca1f0447f34ce924b23642. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN VUS-ROC: 0.84. Result ID: 69ca1f0447f34ce924b23636. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TranAD VUS-ROC: 0.84. Result ID: 69ca1f0447f34ce924b23647. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD VUS-ROC: 0.81. Result ID: 69ca1f0447f34ce924b23634. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS VUS-ROC: 0.8. Result ID: 69ca1f0447f34ce924b2363b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CBLOF VUS-ROC: 0.79. Result ID: 69ca1f0447f34ce924b23639. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Donut VUS-ROC: 0.78. Result ID: 69ca1f0447f34ce924b2363f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPOD VUS-ROC: 0.78. Result ID: 69ca1f0447f34ce924b23643. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM VUS-ROC: 0.77. Result ID: 69ca1f0447f34ce924b23635. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest VUS-ROC: 0.77. Result ID: 69ca1f0447f34ce924b2363a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA VUS-ROC: 0.77. Result ID: 69ca1f0447f34ce924b23649. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoEncoder VUS-ROC: 0.76. Result ID: 69ca1f0447f34ce924b2363c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF VUS-ROC: 0.75. Result ID: 69ca1f0447f34ce924b23637. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RobustPCA VUS-ROC: 0.58. Result ID: 69ca1f0447f34ce924b23640. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTMAD VUS-ROC: 0.48. Result ID: 69ca1f0447f34ce924b2363d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnomalyTransformer VUS-ROC: 0.48. Result ID: 69ca1f0447f34ce924b23645. [Reporting paper]() [Method origin 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.