# Time Series Anomaly Detection on SWaT (F1-score) Source: [Time Series Anomaly Detection on SWaT (F1-score)]() Collection index: [llms.txt]() Data updated: 2026-03-17T09:10:30.800Z Evaluation of Time Series Anomaly Detection performance on the SWaT dataset, reporting the F1-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) | SWaT | | Metric | F1-score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [F1-score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1-score | Result date | Report paper | | --- | --- | --- | --- | | PI | 94.8 | Not recorded | 68fa756b1e209131cea67c39 | | ORIG | 94.7 | Not recorded | 68fa756b1e209131cea67c39 | | PLDA | 94.7 | Not recorded | 68fa756b1e209131cea67c39 | | LOSS | 94.4 | Not recorded | 68fa756b1e209131cea67c39 | | ORIG | 84.3 | Not recorded | 68fa756b1e209131cea67c39 | | ORIG | 84.3 | Not recorded | 68fa756b1e209131cea67c39 | | LOSS | 84.3 | Not recorded | 68fa756b1e209131cea67c39 | | PLDA | 84.3 | Not recorded | 68fa756b1e209131cea67c39 | | PI | 84.2 | Not recorded | 68fa756b1e209131cea67c39 | | LOSS | 84.2 | Not recorded | 68fa756b1e209131cea67c39 | | PLDA | 84.1 | Not recorded | 68fa756b1e209131cea67c39 | | PI | 84 | Not recorded | 68fa756b1e209131cea67c39 | | PLDA | 82.7 | Not recorded | 68fa756b1e209131cea67c39 | | PI | 82.3 | Not recorded | 68fa756b1e209131cea67c39 | | LOSS | 82.1 | Not recorded | 68fa756b1e209131cea67c39 | | ORIG | 79 | Not recorded | 68fa756b1e209131cea67c39 | ### PI F1-score: 94.8. Result ID: 69b91a6047f34ce924a1e76c. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction. ### ORIG F1-score: 94.7. Result ID: 69b91a6047f34ce924a1e76b. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction. ### PLDA F1-score: 94.7. Result ID: 69b91a6047f34ce924a1e76e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction. ### LOSS F1-score: 94.4. Result ID: 69b91a6047f34ce924a1e76d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction. ### ORIG F1-score: 84.3. Result ID: 69b91a6047f34ce924a1e75f. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction. ### ORIG F1-score: 84.3. Result ID: 69b91a6047f34ce924a1e763. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction. ### LOSS F1-score: 84.3. Result ID: 69b91a6047f34ce924a1e765. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction. ### PLDA F1-score: 84.3. Result ID: 69b91a6047f34ce924a1e766. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction. ### PI F1-score: 84.2. Result ID: 69b91a6047f34ce924a1e760. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction. ### LOSS F1-score: 84.2. Result ID: 69b91a6047f34ce924a1e761. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction. ### PLDA F1-score: 84.1. Result ID: 69b91a6047f34ce924a1e762. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction. ### PI F1-score: 84. Result ID: 69b91a6047f34ce924a1e764. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction. ### PLDA F1-score: 82.7. Result ID: 69b91a6047f34ce924a1e76a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction. ### PI F1-score: 82.3. Result ID: 69b91a6047f34ce924a1e768. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction. ### LOSS F1-score: 82.1. Result ID: 69b91a6047f34ce924a1e769. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction. ### ORIG F1-score: 79. Result ID: 69b91a6047f34ce924a1e767. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.