# Speaker Verification on VOiCES 5s-1s Source: [Speaker Verification on VOiCES 5s-1s]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:27.940Z Evaluation of Speaker Verification performance on the VOiCES 5s-1s dataset, typically measured using Equal Error Rate (EER). 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 Verification | | Dataset (including any stated split) | VOiCES 5s-1s | | Metric | EER | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 30 of 30 | | 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 - [EER](): Lower is better; unit: PERCENT. ## Recorded results | Method | EER | Result date | Report paper | | --- | --- | --- | --- | | DAME-GT-SW | 15.53 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-GT-SW | 15.6 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | +VLT | 15.63 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-GT-HW | 15.91 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | +VLT | 16.09 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-GT-HW | 16.31 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-GT-SW | 16.34 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-SW | 16.43 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | MRL | 16.62 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-HW | 16.83 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | MRL | 16.91 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | D-ALMFT | 17.04 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | +VLT | 17.09 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Baseline | 17.09 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Pretrained | 17.09 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-HW | 17.12 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-SW | 17.21 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-GT-HW | 17.33 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-SW | 17.4 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Baseline | 17.5 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Pretrained | 17.5 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | D-ALMFT | 17.58 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-HW | 17.76 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | LMFT | 17.88 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | MRL | 18.33 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Baseline | 18.53 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Pretrained | 18.53 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | D-ALMFT | 18.61 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | LMFT | 18.63 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | LMFT | 22.67 | Not recorded | 69705dcae25ad2fa9d1ed5ca | ### DAME-GT-SW EER: 15.53. Result ID: 699a14d25698665ec498ea45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### DAME-GT-SW EER: 15.6. Result ID: 699a14d25698665ec498ea3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### +VLT EER: 15.63. Result ID: 699a14d25698665ec498ea39. [Reporting paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### DAME-GT-HW EER: 15.91. Result ID: 699a14d25698665ec498ea46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### +VLT EER: 16.09. Result ID: 699a14d25698665ec498ea43. [Reporting paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### DAME-GT-HW EER: 16.31. Result ID: 699a14d25698665ec498ea3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### DAME-GT-SW EER: 16.34. Result ID: 699a14d25698665ec498ea40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### DAME-FT-SW EER: 16.43. Result ID: 699a14d25698665ec498ea4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### MRL EER: 16.62. Result ID: 699a14d25698665ec498ea44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### DAME-FT-HW EER: 16.83. Result ID: 699a14d25698665ec498ea55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### MRL EER: 16.91. Result ID: 699a14d25698665ec498ea3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### D-ALMFT EER: 17.04. Result ID: 699a14d25698665ec498ea53. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### +VLT EER: 17.09. Result ID: 699a14d25698665ec498ea3e. [Reporting paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### Baseline EER: 17.09. Result ID: 699a14d25698665ec498ea42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### Pretrained EER: 17.09. Result ID: 699a14d25698665ec498ea51. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### DAME-FT-HW EER: 17.12. Result ID: 699a14d25698665ec498ea50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### DAME-FT-SW EER: 17.21. Result ID: 699a14d25698665ec498ea54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### DAME-GT-HW EER: 17.33. Result ID: 699a14d25698665ec498ea41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### DAME-FT-SW EER: 17.4. Result ID: 699a14d25698665ec498ea4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### Baseline EER: 17.5. Result ID: 699a14d25698665ec498ea38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### Pretrained EER: 17.5. Result ID: 699a14d25698665ec498ea47. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### D-ALMFT EER: 17.58. Result ID: 699a14d25698665ec498ea49. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### DAME-FT-HW EER: 17.76. Result ID: 699a14d25698665ec498ea4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### LMFT EER: 17.88. Result ID: 699a14d25698665ec498ea52. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### MRL EER: 18.33. Result ID: 699a14d25698665ec498ea3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### Baseline EER: 18.53. Result ID: 699a14d25698665ec498ea3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### Pretrained EER: 18.53. Result ID: 699a14d25698665ec498ea4c. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### D-ALMFT EER: 18.61. Result ID: 699a14d25698665ec498ea4e. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### LMFT EER: 18.63. Result ID: 699a14d25698665ec498ea48. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### LMFT EER: 22.67. Result ID: 699a14d25698665ec498ea4d. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.