# Speaker Verification on VOiCES f-f Source: [Speaker Verification on VOiCES f-f]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:27.904Z Evaluation of Speaker Verification performance on the VOiCES f-f 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 f-f | | Metric | EER | | Unit | SCALAR | | 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: SCALAR. ## Recorded results | Method | EER | Result date | Report paper | | --- | --- | --- | --- | | LMFT | 0.0393 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-HW | 0.0418 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-HW | 0.0421 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | D-ALMFT | 0.0426 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-HW | 0.043 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Baseline | 0.0484 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Pretrained | 0.0484 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | LMFT | 0.0496 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | LMFT | 0.0497 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | D-ALMFT | 0.0501 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | MRL | 0.0502 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | D-ALMFT | 0.0502 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-SW | 0.051 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Baseline | 0.0521 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Pretrained | 0.0521 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | MRL | 0.0523 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-GT-SW | 0.0524 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Baseline | 0.053 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | Pretrained | 0.053 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-GT-SW | 0.0531 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-GT-HW | 0.0544 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | MRL | 0.0552 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-SW | 0.0563 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-GT-HW | 0.0567 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-GT-SW | 0.0575 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | +VLT | 0.0576 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | +VLT | 0.0578 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | +VLT | 0.0596 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-GT-HW | 0.0598 | Not recorded | 69705dcae25ad2fa9d1ed5ca | | DAME-FT-SW | 0.0611 | Not recorded | 69705dcae25ad2fa9d1ed5ca | ### LMFT EER: 0.0393. Result ID: 699a14d25698665ec498ea11. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### DAME-FT-HW EER: 0.0418. Result ID: 699a14d25698665ec498ea14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### DAME-FT-HW EER: 0.0421. Result ID: 699a14d25698665ec498ea0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### D-ALMFT EER: 0.0426. Result ID: 699a14d25698665ec498ea12. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### DAME-FT-HW EER: 0.043. Result ID: 699a14d25698665ec498ea19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### Baseline EER: 0.0484. Result ID: 699a14d25698665ec498ea01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### Pretrained EER: 0.0484. Result ID: 699a14d25698665ec498ea10. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### LMFT EER: 0.0496. Result ID: 699a14d25698665ec498ea16. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### LMFT EER: 0.0497. Result ID: 699a14d25698665ec498ea0c. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### D-ALMFT EER: 0.0501. Result ID: 699a14d25698665ec498ea17. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### MRL EER: 0.0502. Result ID: 699a14d25698665ec498ea08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### D-ALMFT EER: 0.0502. Result ID: 699a14d25698665ec498ea0d. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### DAME-FT-SW EER: 0.051. Result ID: 699a14d25698665ec498ea13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### Baseline EER: 0.0521. Result ID: 699a14d25698665ec498ea06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### Pretrained EER: 0.0521. Result ID: 699a14d25698665ec498ea15. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### MRL EER: 0.0523. Result ID: 699a14d25698665ec498ea03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### DAME-GT-SW EER: 0.0524. Result ID: 699a14d25698665ec498ea04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### Baseline EER: 0.053. Result ID: 699a14d25698665ec498e9fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### Pretrained EER: 0.053. Result ID: 699a14d25698665ec498ea0b. [Reporting paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### DAME-GT-SW EER: 0.0531. Result ID: 699a14d25698665ec498ea09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### DAME-GT-HW EER: 0.0544. Result ID: 699a14d25698665ec498ea0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### MRL EER: 0.0552. Result ID: 699a14d25698665ec498e9fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### DAME-FT-SW EER: 0.0563. Result ID: 699a14d25698665ec498ea18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### DAME-GT-HW EER: 0.0567. Result ID: 699a14d25698665ec498ea05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### DAME-GT-SW EER: 0.0575. Result ID: 699a14d25698665ec498e9ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### +VLT EER: 0.0576. Result ID: 699a14d25698665ec498ea07. [Reporting paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction. ### +VLT EER: 0.0578. Result ID: 699a14d25698665ec498e9fd. [Reporting paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### +VLT EER: 0.0596. Result ID: 699a14d25698665ec498ea02. [Reporting paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction. ### DAME-GT-HW EER: 0.0598. Result ID: 699a14d25698665ec498ea00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction. ### DAME-FT-SW EER: 0.0611. Result ID: 699a14d25698665ec498ea0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. 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