# Speaker Identification on VOX1 (test) Source: [Speaker Identification on VOX1 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:17.171Z Evaluation of Speaker Identification performance on the test split of the VOX1 dataset, measured using accuracy. 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 | Speaker identification | | Dataset (including any stated split) | VOX1 (test) | | Metric | Accuracy | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Accuracy](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ATST Base | 0.943 | Not recorded | 68fa6fa51e209131cea46ded | | ATST Small | 0.883 | Not recorded | 68fa6fa51e209131cea46ded | | SSAST-FRAME | 0.808 | Not recorded | 68fa6fa51e209131cea46ded | | ATST-Frame | 0.774 | Not recorded | 68fa71251e209131cea4f7ba | | M2D | 0.731 | Not recorded | 68fa71251e209131cea4f7ba | | ATST-Clip | 0.72 | Not recorded | 68fa71251e209131cea4f7ba | | SF NFNet-F0 | 0.649 | Not recorded | 68fa71251e209131cea4f7ba | | SSAST-PATCH | 0.642 | Not recorded | 68fa6fa51e209131cea46ded | | Small-SSAST | 0.609 | Not recorded | 68fa6fa51e209131cea46ded | | BYOL-A-V2 | 0.576 | Not recorded | 68fa71251e209131cea4f7ba | | BYOL-A | 0.401 | Not recorded | 68fa71251e209131cea4f7ba | | COLA | 0.377 | Not recorded | 68fa6fa51e209131cea46ded | | COLA | 0.299 | Not recorded | 68fa71251e209131cea4f7ba | | TRILL | 0.179 | Not recorded | 68fa71251e209131cea4f7ba | ### ATST Base Accuracy: 0.943. Result ID: 6990f8ec3a6c31484904b653. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Fine-tuning","Number of parameters":"86M"}. This record does not assert independent reproduction. ### ATST Small Accuracy: 0.883. Result ID: 6990f8ec3a6c31484904b652. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Fine-tuning","Number of parameters":"22M"}. This record does not assert independent reproduction. ### SSAST-FRAME Accuracy: 0.808. Result ID: 6990f8ec3a6c31484904b651. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Fine-tuning","Number of parameters":"89M"}. This record does not assert independent reproduction. ### ATST-Frame Accuracy: 0.774. Result ID: 69919dfa3a6c31484909672f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction. ### M2D Accuracy: 0.731. Result ID: 69919dfa3a6c31484909672d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction. ### ATST-Clip Accuracy: 0.72. Result ID: 69919dfa3a6c31484909672e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction. ### SF NFNet-F0 Accuracy: 0.649. Result ID: 69919dfa3a6c31484909672c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction. ### SSAST-PATCH Accuracy: 0.642. Result ID: 6990f8ec3a6c31484904b650. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Fine-tuning","Number of parameters":"89M"}. This record does not assert independent reproduction. ### Small-SSAST Accuracy: 0.609. Result ID: 6990f8ec3a6c31484904b64f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Fine-tuning","Number of parameters":"23M"}. This record does not assert independent reproduction. ### BYOL-A-V2 Accuracy: 0.576. Result ID: 69919dfa3a6c31484909672b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction. ### BYOL-A Accuracy: 0.401. Result ID: 69919dfa3a6c31484909672a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction. ### COLA Accuracy: 0.377. Result ID: 6990f8ec3a6c31484904b64e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Fine-tuning"}. This record does not assert independent reproduction. ### COLA Accuracy: 0.299. Result ID: 69919dfa3a6c314849096729. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction. ### TRILL Accuracy: 0.179. Result ID: 69919dfa3a6c314849096728. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.