# Audio Watermark Detection on VoxWatermark Set 1 (T1) (test) Source: [Audio Watermark Detection on VoxWatermark Set 1 (T1) (test)]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:39:22.315Z Evaluation of Audio Watermark Detection performance using the VoxWatermark Set 1 (T1) test split, reporting True Positive Rate (TPR) and False Negative Rate (FNR). 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 | Audio Watermark Detection | | Dataset (including any stated split) | VoxWatermark Set 1 (T1) (test) | | Metric | TPR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [TPR](): Higher is better; unit: PERCENT. - [FNR](): Lower is better; unit: PERCENT. - [Overall AUROC](): Higher is better; unit: PERCENT. - [Overall Acc](): Higher is better; unit: PERCENT. - [Clean Precision](): Higher is better; unit: PERCENT. - [Clean F1 Score](): Higher is better; unit: PERCENT. - [Watermarked Precision](): Higher is better; unit: PERCENT. - [Watermarked Recall](): Higher is better; unit: PERCENT. - [Watermarked F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | TPR | Result date | Report paper | | --- | --- | --- | --- | | AudioWMD | 98 | Not recorded | 6a30d876d33dfb23e783cb59 | | WMD | 96.09 | Not recorded | 6a30d876d33dfb23e783cb59 | | WMD | 85.16 | Not recorded | 6a30d876d33dfb23e783cb59 | | WMD | 83 | Not recorded | 6a30d876d33dfb23e783cb59 | | AudioWMD | 77.34 | Not recorded | 6a30d876d33dfb23e783cb59 | | WMD | 73.96 | Not recorded | 6a30d876d33dfb23e783cb59 | | AudioWMD | 69.53 | Not recorded | 6a30d876d33dfb23e783cb59 | | AudioWMD | 50.26 | Not recorded | 6a30d876d33dfb23e783cb59 | | WMD | 40.62 | Not recorded | 6a30d876d33dfb23e783cb59 | | AudioWMD | 3.91 | Not recorded | 6a30d876d33dfb23e783cb59 | ### AudioWMD TPR: 98. Result ID: 6a30fd78fbc373592c2ce7be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WMD TPR: 96.09. Result ID: 6a30fd78fbc373592c2ce7ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"HSJA\_spec"}. This record does not assert independent reproduction. ### WMD TPR: 85.16. Result ID: 6a30fd78fbc373592c2ce7ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"HSJA\_sig"}. This record does not assert independent reproduction. ### WMD TPR: 83. Result ID: 6a30fd78fbc373592c2ce7bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AudioWMD TPR: 77.34. Result ID: 6a30fd78fbc373592c2ce7b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Square"}. This record does not assert independent reproduction. ### WMD TPR: 73.96. Result ID: 6a30fd78fbc373592c2ce7ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Overall"}. This record does not assert independent reproduction. ### AudioWMD TPR: 69.53. Result ID: 6a30fd78fbc373592c2ce7b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"HSJA\_sig"}. This record does not assert independent reproduction. ### AudioWMD TPR: 50.26. Result ID: 6a30fd78fbc373592c2ce7b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Overall"}. This record does not assert independent reproduction. ### WMD TPR: 40.62. Result ID: 6a30fd78fbc373592c2ce7af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Square"}. This record does not assert independent reproduction. ### AudioWMD TPR: 3.91. Result ID: 6a30fd78fbc373592c2ce7b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"HSJA\_spec"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.