# Tabular Anomaly Detection on thyroid (F1) Source: [Tabular Anomaly Detection on thyroid (F1)]() Collection index: [llms.txt]() Data updated: 2026-05-12T15:12:46.274Z Evaluation of Tabular Anomaly Detection performance on the thyroid dataset, measured using 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 | Tabular Anomaly Detection | | Dataset (including any stated split) | thyroid | | 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 | | --- | --- | --- | --- | | RTTAD | 66.67 | Not recorded | 6a02b49ddbc836b87d824e3f | | ECOD | 56.6 | Not recorded | 6a02b49ddbc836b87d824e3f | | Iforest | 46.74 | Not recorded | 6a02b49ddbc836b87d824e3f | | SLAD | 45.16 | Not recorded | 6a02b49ddbc836b87d824e3f | | EPHAD | 32.25 | Not recorded | 6a02b49ddbc836b87d824e3f | | MCM | 29.03 | Not recorded | 6a02b49ddbc836b87d824e3f | | DIF | 19.35 | Not recorded | 6a02b49ddbc836b87d824e3f | | NeuTraLAD | 18.28 | Not recorded | 6a02b49ddbc836b87d824e3f | | TTAD | 17.2 | Not recorded | 6a02b49ddbc836b87d824e3f | | ICL | 16.13 | Not recorded | 6a02b49ddbc836b87d824e3f | | GOAD | 13.98 | Not recorded | 6a02b49ddbc836b87d824e3f | | LUNAR | 10.93 | Not recorded | 6a02b49ddbc836b87d824e3f | | OCSVM | 10.84 | Not recorded | 6a02b49ddbc836b87d824e3f | | LOF | 9.75 | Not recorded | 6a02b49ddbc836b87d824e3f | | DeepSVDD | 9.42 | Not recorded | 6a02b49ddbc836b87d824e3f | | DRL | 4.3 | Not recorded | 6a02b49ddbc836b87d824e3f | ### RTTAD F1 Score: 66.67. Result ID: 6a03427d47f34ce924e84bcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameter k":"3"}. This record does not assert independent reproduction. ### ECOD F1 Score: 56.6. Result ID: 6a03427d47f34ce924e84bc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"library":"PyOD"}. This record does not assert independent reproduction. ### Iforest F1 Score: 46.74. Result ID: 6a03427d47f34ce924e84bbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"library":"PyOD"}. This record does not assert independent reproduction. ### SLAD F1 Score: 45.16. Result ID: 6a03427d47f34ce924e84bc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"library":"DeepOD"}. This record does not assert independent reproduction. ### EPHAD F1 Score: 32.25. Result ID: 6a03427d47f34ce924e84bca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCM F1 Score: 29.03. Result ID: 6a03427d47f34ce924e84bcb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIF F1 Score: 19.35. Result ID: 6a03427d47f34ce924e84bc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"library":"DeepOD"}. This record does not assert independent reproduction. ### NeuTraLAD F1 Score: 18.28. Result ID: 6a03427d47f34ce924e84bc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"library":"DeepOD"}. This record does not assert independent reproduction. ### TTAD F1 Score: 17.2. Result ID: 6a03427d47f34ce924e84bc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL F1 Score: 16.13. Result ID: 6a03427d47f34ce924e84bc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"library":"DeepOD"}. This record does not assert independent reproduction. ### GOAD F1 Score: 13.98. Result ID: 6a03427d47f34ce924e84bc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"library":"DeepOD"}. This record does not assert independent reproduction. ### LUNAR F1 Score: 10.93. Result ID: 6a03427d47f34ce924e84bc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"library":"PyOD"}. This record does not assert independent reproduction. ### OCSVM F1 Score: 10.84. Result ID: 6a03427d47f34ce924e84bc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"library":"PyOD"}. This record does not assert independent reproduction. ### LOF F1 Score: 9.75. Result ID: 6a03427d47f34ce924e84bbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"library":"PyOD"}. This record does not assert independent reproduction. ### DeepSVDD F1 Score: 9.42. Result ID: 6a03427d47f34ce924e84bc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"library":"PyOD"}. This record does not assert independent reproduction. ### DRL F1 Score: 4.3. Result ID: 6a03427d47f34ce924e84bcc. [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.