# Time Series Anomaly Detection on Fault (F1-score) Source: [Time Series Anomaly Detection on Fault (F1-score)]() Collection index: [llms.txt]() Data updated: 2026-03-17T09:10:30.882Z Evaluation of Time Series Anomaly Detection performance on the Fault dataset, specifically reporting 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) | Fault | | 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 | | --- | --- | --- | --- | | PLDA | 98.9 | Not recorded | 68fa756b1e209131cea67c39 | | LOSS | 95.8 | Not recorded | 68fa756b1e209131cea67c39 | | ORIG | 95.2 | Not recorded | 68fa756b1e209131cea67c39 | | PI | 93.4 | Not recorded | 68fa756b1e209131cea67c39 | | PI | 87.5 | Not recorded | 68fa756b1e209131cea67c39 | | PLDA | 87.5 | Not recorded | 68fa756b1e209131cea67c39 | | LOSS | 83.1 | Not recorded | 68fa756b1e209131cea67c39 | | ORIG | 79.9 | Not recorded | 68fa756b1e209131cea67c39 | | PLDA | 76.9 | Not recorded | 68fa756b1e209131cea67c39 | | LOSS | 68.1 | Not recorded | 68fa756b1e209131cea67c39 | | PI | 68 | Not recorded | 68fa756b1e209131cea67c39 | | ORIG | 60.8 | Not recorded | 68fa756b1e209131cea67c39 | | ORIG | 43.2 | Not recorded | 68fa756b1e209131cea67c39 | | LOSS | 43.1 | Not recorded | 68fa756b1e209131cea67c39 | | PI | 43 | Not recorded | 68fa756b1e209131cea67c39 | | PLDA | 43 | Not recorded | 68fa756b1e209131cea67c39 | ### PLDA F1-score: 98.9. Result ID: 69b91a6147f34ce924a1e792. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction. ### LOSS F1-score: 95.8. Result ID: 69b91a6147f34ce924a1e791. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction. ### ORIG F1-score: 95.2. Result ID: 69b91a6147f34ce924a1e78f. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction. ### PI F1-score: 93.4. Result ID: 69b91a6147f34ce924a1e790. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction. ### PI F1-score: 87.5. Result ID: 69b91a6147f34ce924a1e798. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction. ### PLDA F1-score: 87.5. Result ID: 69b91a6147f34ce924a1e79a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction. ### LOSS F1-score: 83.1. Result ID: 69b91a6147f34ce924a1e799. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction. ### ORIG F1-score: 79.9. Result ID: 69b91a6147f34ce924a1e797. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction. ### PLDA F1-score: 76.9. Result ID: 69b91a6147f34ce924a1e79e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction. ### LOSS F1-score: 68.1. Result ID: 69b91a6147f34ce924a1e79d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction. ### PI F1-score: 68. Result ID: 69b91a6147f34ce924a1e79c. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction. ### ORIG F1-score: 60.8. Result ID: 69b91a6147f34ce924a1e79b. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction. ### ORIG F1-score: 43.2. Result ID: 69b91a6147f34ce924a1e793. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction. ### LOSS F1-score: 43.1. Result ID: 69b91a6147f34ce924a1e795. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction. ### PI F1-score: 43. Result ID: 69b91a6147f34ce924a1e794. [Reporting paper]() Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction. ### PLDA F1-score: 43. Result ID: 69b91a6147f34ce924a1e796. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.