# Time Series Anomaly Detection on CalIt2 (Affiliated-F1 and AUC-ROC) Source: [Time Series Anomaly Detection on CalIt2 (Affiliated-F1 and AUC-ROC)]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:48:57.303Z Evaluation of Time Series Anomaly Detection performance on the CalIt2 dataset, reporting Affiliated-F1 and AUC-ROC scores. 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) | CalIt2 | | Metric | Affiliated-F1 | | 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 - [Affiliated-F1](): Higher is better; unit: PERCENT. - [AUC-ROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Affiliated-F1 | Result date | Report paper | | --- | --- | --- | --- | | CATCH | 83.5 | Not recorded | 68fa78821e209131cea78c3e | | iTrans | 81.2 | Not recorded | 68fa78821e209131cea78c3e | | TsNet | 79.4 | Not recorded | 68fa78821e209131cea78c3e | | Patch | 79.3 | Not recorded | 68fa78821e209131cea78c3e | | DLin | 79.3 | Not recorded | 68fa78821e209131cea78c3e | | Ocsvm | 78.3 | Not recorded | 68fa78821e209131cea78c3e | | Modern | 78 | Not recorded | 68fa78821e209131cea78c3e | | PCA | 76.8 | Not recorded | 68fa78821e209131cea78c3e | | NLin | 75.7 | Not recorded | 68fa78821e209131cea78c3e | | HBOS | 75.6 | Not recorded | 68fa78821e209131cea78c3e | | DualTF | 75.1 | Not recorded | 68fa78821e209131cea78c3e | | TFAD | 74.4 | Not recorded | 68fa78821e209131cea78c3e | | ATrans | 72.9 | Not recorded | 68fa78821e209131cea78c3e | | DC | 69.7 | Not recorded | 68fa78821e209131cea78c3e | | AE | 58.7 | Not recorded | 68fa78821e209131cea78c3e | | IF | 40.2 | Not recorded | 68fa78821e209131cea78c3e | ### CATCH Affiliated-F1: 83.5. Result ID: 6a3a486bfbc373592c351876. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTrans Affiliated-F1: 81.2. Result ID: 6a3a486bfbc373592c351878. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TsNet Affiliated-F1: 79.4. Result ID: 6a3a486bfbc373592c35187c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Patch Affiliated-F1: 79.3. Result ID: 6a3a486bfbc373592c35187d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLin Affiliated-F1: 79.3. Result ID: 6a3a486bfbc373592c35187e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ocsvm Affiliated-F1: 78.3. Result ID: 6a3a486bfbc373592c351881. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Modern Affiliated-F1: 78. Result ID: 6a3a486bfbc373592c351877. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA Affiliated-F1: 76.8. Result ID: 6a3a486bfbc373592c351883. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLin Affiliated-F1: 75.7. Result ID: 6a3a486bfbc373592c35187f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS Affiliated-F1: 75.6. Result ID: 6a3a486bfbc373592c351884. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF Affiliated-F1: 75.1. Result ID: 6a3a486bfbc373592c351879. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFAD Affiliated-F1: 74.4. Result ID: 6a3a486bfbc373592c351885. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATrans Affiliated-F1: 72.9. Result ID: 6a3a486bfbc373592c35187a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC Affiliated-F1: 69.7. Result ID: 6a3a486bfbc373592c35187b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE Affiliated-F1: 58.7. Result ID: 6a3a486bfbc373592c351880. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IF Affiliated-F1: 40.2. Result ID: 6a3a486bfbc373592c351882. [Reporting 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.