# Time-series Anomaly Detection on CalIt2 (A-R, R-A-R, V-ROC) Source: [Time-series Anomaly Detection on CalIt2 (A-R, R-A-R, V-ROC)]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:48:58.822Z Evaluation of Time-series Anomaly Detection performance on the CalIt2 dataset, reporting A-R, R-A-R, and V-ROC metrics. 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 | A-R | | 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 - [A-R](): Higher is better; unit: PERCENT. - [R-A-R](): Higher is better; unit: PERCENT. - [V-ROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | A-R | Result date | Report paper | | --- | --- | --- | --- | | CATCH | 83.8 | Not recorded | 68fa78821e209131cea78c3e | | Patch | 80.8 | Not recorded | 68fa78821e209131cea78c3e | | Ocsvm | 80.4 | Not recorded | 68fa78821e209131cea78c3e | | HBOS | 79.8 | Not recorded | 68fa78821e209131cea78c3e | | iTrans | 79.1 | Not recorded | 68fa78821e209131cea78c3e | | PCA | 79 | Not recorded | 68fa78821e209131cea78c3e | | IF | 77.5 | Not recorded | 68fa78821e209131cea78c3e | | TsNet | 77.1 | Not recorded | 68fa78821e209131cea78c3e | | AE | 76.7 | Not recorded | 68fa78821e209131cea78c3e | | DLin | 75.2 | Not recorded | 68fa78821e209131cea78c3e | | NLin | 69.5 | Not recorded | 68fa78821e209131cea78c3e | | Modern | 67.6 | Not recorded | 68fa78821e209131cea78c3e | | DualTF | 57.4 | Not recorded | 68fa78821e209131cea78c3e | | ATrans | 53.3 | Not recorded | 68fa78821e209131cea78c3e | | DC | 52.7 | Not recorded | 68fa78821e209131cea78c3e | | TFAD | 50.4 | Not recorded | 68fa78821e209131cea78c3e | ### CATCH A-R: 83.8. Result ID: 6a3a486cfbc373592c351be6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Patch A-R: 80.8. Result ID: 6a3a486cfbc373592c351bed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ocsvm A-R: 80.4. Result ID: 6a3a486cfbc373592c351bf2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS A-R: 79.8. Result ID: 6a3a486cfbc373592c351bf5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTrans A-R: 79.1. Result ID: 6a3a486cfbc373592c351be8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA A-R: 79. Result ID: 6a3a486cfbc373592c351bf4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IF A-R: 77.5. Result ID: 6a3a486cfbc373592c351bf3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TsNet A-R: 77.1. Result ID: 6a3a486cfbc373592c351bec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE A-R: 76.7. Result ID: 6a3a486cfbc373592c351bf0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLin A-R: 75.2. Result ID: 6a3a486cfbc373592c351bee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLin A-R: 69.5. Result ID: 6a3a486cfbc373592c351bef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Modern A-R: 67.6. Result ID: 6a3a486cfbc373592c351be7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF A-R: 57.4. Result ID: 6a3a486cfbc373592c351be9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATrans A-R: 53.3. Result ID: 6a3a486cfbc373592c351bea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC A-R: 52.7. Result ID: 6a3a486cfbc373592c351beb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFAD A-R: 50.4. Result ID: 6a3a486cfbc373592c351bf1. [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.