# Time-Series Anomaly Detection on LTDB (VUS-ROC) Source: [Time-Series Anomaly Detection on LTDB (VUS-ROC)]() Collection index: [llms.txt]() Data updated: 2026-03-30T06:59:26.777Z Evaluation of Time-Series Anomaly Detection performance on the LTDB dataset, measured using the VUS-ROC 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 | Time-Series Anomaly Detection | | Dataset (including any stated split) | LTDB | | 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 | | --- | --- | --- | --- | | TSPulse | 0.82 | Not recorded | 69ca039f0636e5bf4afc9438 | | PCA | 0.78 | Not recorded | 69ca039f0636e5bf4afc9438 | | OmniAnomaly | 0.78 | Not recorded | 69ca039f0636e5bf4afc9438 | | USAD | 0.78 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 0.74 | Not recorded | 69ca039f0636e5bf4afc9438 | | ARTA | 0.74 | Not recorded | 69ca039f0636e5bf4afc9438 | | DeepAnT | 0.72 | Not recorded | 69ca039f0636e5bf4afc9438 | | IForest | 0.71 | Not recorded | 69ca039f0636e5bf4afc9438 | | TimesNet | 0.68 | Not recorded | 69ca039f0636e5bf4afc9438 | | TranAD | 0.68 | Not recorded | 69ca039f0636e5bf4afc9438 | | OFA | 0.68 | Not recorded | 69ca039f0636e5bf4afc9438 | | FITS | 0.67 | Not recorded | 69ca039f0636e5bf4afc9438 | | FREE | 0.67 | Not recorded | 69ca039f0636e5bf4afc9438 | | KMeansAD | 0.63 | Not recorded | 69ca039f0636e5bf4afc9438 | | Donut | 0.62 | Not recorded | 69ca039f0636e5bf4afc9438 | | COPOD | 0.61 | Not recorded | 69ca039f0636e5bf4afc9438 | | MCD | 0.6 | Not recorded | 69ca039f0636e5bf4afc9438 | | AutoEncoder | 0.6 | Not recorded | 69ca039f0636e5bf4afc9438 | | RobustPCA | 0.6 | Not recorded | 69ca039f0636e5bf4afc9438 | | HBOS | 0.59 | Not recorded | 69ca039f0636e5bf4afc9438 | | CBLOF | 0.58 | Not recorded | 69ca039f0636e5bf4afc9438 | | EIF | 0.58 | Not recorded | 69ca039f0636e5bf4afc9438 | | OCSVM | 0.57 | Not recorded | 69ca039f0636e5bf4afc9438 | | KNN | 0.53 | Not recorded | 69ca039f0636e5bf4afc9438 | | LOF | 0.53 | Not recorded | 69ca039f0636e5bf4afc9438 | | LSTMAD | 0.51 | Not recorded | 69ca039f0636e5bf4afc9438 | | AnomalyTransformer | 0.51 | Not recorded | 69ca039f0636e5bf4afc9438 | ### TSPulse VUS-ROC: 0.82. Result ID: 69ca1f0447f34ce924b235df. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-Tuned"}. This record does not assert independent reproduction. ### PCA VUS-ROC: 0.78. Result ID: 69ca1f0447f34ce924b235c7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OmniAnomaly VUS-ROC: 0.78. Result ID: 69ca1f0447f34ce924b235d5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### USAD VUS-ROC: 0.78. Result ID: 69ca1f0447f34ce924b235d8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse VUS-ROC: 0.74. Result ID: 69ca1f0447f34ce924b235de. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction. ### ARTA VUS-ROC: 0.74. Result ID: 69ca1f0447f34ce924b235e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepAnT VUS-ROC: 0.72. Result ID: 69ca1f0447f34ce924b235d2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest VUS-ROC: 0.71. Result ID: 69ca1f0447f34ce924b235ce. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet VUS-ROC: 0.68. Result ID: 69ca1f0447f34ce924b235da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TranAD VUS-ROC: 0.68. Result ID: 69ca1f0447f34ce924b235db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA VUS-ROC: 0.68. Result ID: 69ca1f0447f34ce924b235dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FITS VUS-ROC: 0.67. Result ID: 69ca1f0447f34ce924b235dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FREE VUS-ROC: 0.67. Result ID: 69ca1f0447f34ce924b235e0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeansAD VUS-ROC: 0.63. Result ID: 69ca1f0447f34ce924b235cc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Donut VUS-ROC: 0.62. Result ID: 69ca1f0447f34ce924b235d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPOD VUS-ROC: 0.61. Result ID: 69ca1f0447f34ce924b235d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD VUS-ROC: 0.6. Result ID: 69ca1f0447f34ce924b235c8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoEncoder VUS-ROC: 0.6. Result ID: 69ca1f0447f34ce924b235d0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RobustPCA VUS-ROC: 0.6. Result ID: 69ca1f0447f34ce924b235d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS VUS-ROC: 0.59. Result ID: 69ca1f0447f34ce924b235cf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CBLOF VUS-ROC: 0.58. Result ID: 69ca1f0447f34ce924b235cd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EIF VUS-ROC: 0.58. Result ID: 69ca1f0447f34ce924b235d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM VUS-ROC: 0.57. Result ID: 69ca1f0447f34ce924b235c9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN VUS-ROC: 0.53. Result ID: 69ca1f0447f34ce924b235ca. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF VUS-ROC: 0.53. Result ID: 69ca1f0447f34ce924b235cb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTMAD VUS-ROC: 0.51. Result ID: 69ca1f0447f34ce924b235d1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnomalyTransformer VUS-ROC: 0.51. Result ID: 69ca1f0447f34ce924b235d9. [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.