# Time Series Anomaly Detection on SWaT (test) Source: [Time Series Anomaly Detection on SWaT (test)]() Collection index: [llms.txt]() Data updated: 2026-05-12T12:50:41.815Z Evaluation of Time Series Anomaly Detection performance on the test split of the SWaT dataset, reporting Affiliation Precision (Aff-P), Affiliation Recall (Aff-R), and Affiliation F1 score (Aff-F1). 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) | SWaT (test) | | Metric | Affiliation Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [Affiliation Precision](): Higher is better; unit: PERCENT. - [Affiliation Recall](): Higher is better; unit: PERCENT. - [Affiliation F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Affiliation Precision | Result date | Report paper | | --- | --- | --- | --- | | COUTA | 98.93 | Not recorded | 6a02b445dbc836b87d824905 | | U2AD | 92.84 | Not recorded | 6a02b445dbc836b87d824905 | | IsolationForest | 88.25 | Not recorded | 6a02b445dbc836b87d824905 | | Tcn-ED | 88.02 | Not recorded | 6a02b445dbc836b87d824905 | | NCAD | 87.83 | Not recorded | 6a02b445dbc836b87d824905 | | LSTM-VAE | 81.63 | Not recorded | 6a02b445dbc836b87d824905 | | Omni | 62.76 | Not recorded | 699d30746017c4460ffab32b | | PCA | 62.32 | Not recorded | 699d30746017c4460ffab32b | | TimeRadar | 62.23 | Not recorded | 699d30746017c4460ffab32b | | CAE-Ensemble | 62.1 | Not recorded | 699d30746017c4460ffab32b | | BeatGAN | 61.89 | Not recorded | 699d30746017c4460ffab32b | | TimesFM | 61.63 | Not recorded | 699d30746017c4460ffab32b | | D3R | 60.14 | Not recorded | 699d30746017c4460ffab32b | | DAGMM | 59.42 | Not recorded | 699d30746017c4460ffab32b | | DADA | 59.22 | Not recorded | 699d30746017c4460ffab32b | | ModernTCN | 59.14 | Not recorded | 699d30746017c4460ffab32b | | SensitiveHUE | 58.91 | Not recorded | 699d30746017c4460ffab32b | | GPT4TS | 56.84 | Not recorded | 699d30746017c4460ffab32b | | OCSVM | 56.8 | Not recorded | 699d30746017c4460ffab32b | | MEMTO | 56.47 | Not recorded | 699d30746017c4460ffab32b | | LODA | 56.3 | Not recorded | 699d30746017c4460ffab32b | | Chronos-Bolt | 56.19 | Not recorded | 699d30746017c4460ffab32b | | AE | 54.92 | Not recorded | 699d30746017c4460ffab32b | | HBOS | 54.49 | Not recorded | 699d30746017c4460ffab32b | | Anomaly Transformer | 53.63 | Not recorded | 699d30746017c4460ffab32b | | DCdetector | 53.25 | Not recorded | 699d30746017c4460ffab32b | | LOF | 53.2 | Not recorded | 699d30746017c4460ffab32b | | IForest | 53.03 | Not recorded | 699d30746017c4460ffab32b | | TimeMoE | 52.81 | Not recorded | 699d30746017c4460ffab32b | | SEMPO | 51.97 | Not recorded | 699d30746017c4460ffab32b | | LSTM | 49.99 | Not recorded | 699d30746017c4460ffab32b | ### COUTA Affiliation Precision: 98.93. Result ID: 6a03220347f34ce924e76a5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### U2AD Affiliation Precision: 92.84. Result ID: 6a03220347f34ce924e76a61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IsolationForest Affiliation Precision: 88.25. Result ID: 6a03220347f34ce924e76a5f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tcn-ED Affiliation Precision: 88.02. Result ID: 6a03220347f34ce924e76a5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCAD Affiliation Precision: 87.83. Result ID: 6a03220347f34ce924e76a60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM-VAE Affiliation Precision: 81.63. Result ID: 6a03220347f34ce924e76a5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Omni Affiliation Precision: 62.76. Result ID: 699e36d85698665ec4f334ba. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA Affiliation Precision: 62.32. Result ID: 699e36d85698665ec4f334b1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimeRadar Affiliation Precision: 62.23. Result ID: 699e36d85698665ec4f334c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAE-Ensemble Affiliation Precision: 62.1. Result ID: 699e36d85698665ec4f334bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BeatGAN Affiliation Precision: 61.89. Result ID: 699e36d85698665ec4f334b9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesFM Affiliation Precision: 61.63. Result ID: 699e36d85698665ec4f334c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D3R Affiliation Precision: 60.14. Result ID: 699e36d85698665ec4f334c0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAGMM Affiliation Precision: 59.42. Result ID: 699e36d85698665ec4f334b7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DADA Affiliation Precision: 59.22. Result ID: 699e36d85698665ec4f334c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ModernTCN Affiliation Precision: 59.14. Result ID: 699e36d85698665ec4f334c1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SensitiveHUE Affiliation Precision: 58.91. Result ID: 699e36d85698665ec4f334bf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT4TS Affiliation Precision: 56.84. Result ID: 699e36d85698665ec4f334c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM Affiliation Precision: 56.8. Result ID: 699e36d85698665ec4f334b0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MEMTO Affiliation Precision: 56.47. Result ID: 699e36d85698665ec4f334bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LODA Affiliation Precision: 56.3. Result ID: 699e36d85698665ec4f334b5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Chronos-Bolt Affiliation Precision: 56.19. Result ID: 699e36d85698665ec4f334c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE Affiliation Precision: 54.92. Result ID: 699e36d85698665ec4f334b6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS Affiliation Precision: 54.49. Result ID: 699e36d85698665ec4f334b2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Anomaly Transformer Affiliation Precision: 53.63. Result ID: 699e36d85698665ec4f334bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCdetector Affiliation Precision: 53.25. Result ID: 699e36d85698665ec4f334be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF Affiliation Precision: 53.2. Result ID: 699e36d85698665ec4f334b3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest Affiliation Precision: 53.03. Result ID: 699e36d85698665ec4f334b4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimeMoE Affiliation Precision: 52.81. Result ID: 699e36d85698665ec4f334c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SEMPO Affiliation Precision: 51.97. Result ID: 699e36d85698665ec4f334c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM Affiliation Precision: 49.99. Result ID: 699e36d85698665ec4f334b8. [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.