# Speaker Verification on VOiCES (s-avg)

Source: [Speaker Verification on VOiCES (s-avg)](<https://www.sota2.com/research/sota/speaker-verification-on-voices-s-avg>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:41:27.921Z

Evaluation of Speaker Verification performance on the VOiCES (s-avg) configuration, 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 (s-avg) |
| 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](<https://www.sota2.com/research/sota/speaker-verification-on-voices-s-avg.md?metric=EER>): Lower is better; unit: PERCENT.

## Recorded results

| Method | EER | Result date | Report paper |
| --- | --- | --- | --- |
| DAME-GT-SW | 10.25 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-GT-HW | 10.53 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-GT-SW | 10.55 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| +VLT | 10.59 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| MRL | 10.61 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-FT-HW | 10.61 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-FT-HW | 10.61 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-GT-SW | 10.79 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| +VLT | 10.81 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-FT-SW | 10.82 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| D-ALMFT | 10.85 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| MRL | 10.87 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-FT-HW | 10.9 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| Baseline | 10.99 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| Pretrained | 10.99 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| D-ALMFT | 11 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-FT-SW | 11.01 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| Baseline | 11.02 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| Pretrained | 11.02 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-GT-HW | 11.09 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| D-ALMFT | 11.16 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| Baseline | 11.18 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| Pretrained | 11.18 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| LMFT | 11.22 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| +VLT | 11.25 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-GT-HW | 11.37 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-FT-SW | 11.39 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| MRL | 11.4 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| LMFT | 11.49 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| LMFT | 13.46 | Not recorded | 69705dcae25ad2fa9d1ed5ca |

### DAME-GT-SW

EER: 10.25. Result ID: 699a14d25698665ec498ea27.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction.

### DAME-GT-HW

EER: 10.53. Result ID: 699a14d25698665ec498ea28.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction.

### DAME-GT-SW

EER: 10.55. Result ID: 699a14d25698665ec498ea1d.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction.

### +VLT

EER: 10.59. Result ID: 699a14d25698665ec498ea1b.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction.

### MRL

EER: 10.61. Result ID: 699a14d25698665ec498ea26.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e51e209131cea6485e.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction.

### DAME-FT-HW

EER: 10.61. Result ID: 699a14d25698665ec498ea32.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction.

### DAME-FT-HW

EER: 10.61. Result ID: 699a14d25698665ec498ea37.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction.

### DAME-GT-SW

EER: 10.79. Result ID: 699a14d25698665ec498ea22.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction.

### +VLT

EER: 10.81. Result ID: 699a14d25698665ec498ea25.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction.

### DAME-FT-SW

EER: 10.82. Result ID: 699a14d25698665ec498ea31.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction.

### D-ALMFT

EER: 10.85. Result ID: 699a14d25698665ec498ea35.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction.

### MRL

EER: 10.87. Result ID: 699a14d25698665ec498ea1c.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e51e209131cea6485e.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction.

### DAME-FT-HW

EER: 10.9. Result ID: 699a14d25698665ec498ea2d.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction.

### Baseline

EER: 10.99. Result ID: 699a14d25698665ec498ea24.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bfb3.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction.

### Pretrained

EER: 10.99. Result ID: 699a14d25698665ec498ea33.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction.

### D-ALMFT

EER: 11. Result ID: 699a14d25698665ec498ea2b.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction.

### DAME-FT-SW

EER: 11.01. Result ID: 699a14d25698665ec498ea2c.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction.

### Baseline

EER: 11.02. Result ID: 699a14d25698665ec498ea1a.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bfb3.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction.

### Pretrained

EER: 11.02. Result ID: 699a14d25698665ec498ea29.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction.

### DAME-GT-HW

EER: 11.09. Result ID: 699a14d25698665ec498ea23.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction.

### D-ALMFT

EER: 11.16. Result ID: 699a14d25698665ec498ea30.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction.

### Baseline

EER: 11.18. Result ID: 699a14d25698665ec498ea1f.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bfb3.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction.

### Pretrained

EER: 11.18. Result ID: 699a14d25698665ec498ea2e.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction.

### LMFT

EER: 11.22. Result ID: 699a14d25698665ec498ea34.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction.

### +VLT

EER: 11.25. Result ID: 699a14d25698665ec498ea20.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction.

### DAME-GT-HW

EER: 11.37. Result ID: 699a14d25698665ec498ea1e.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ResNet34"}. This record does not assert independent reproduction.

### DAME-FT-SW

EER: 11.39. Result ID: 699a14d25698665ec498ea36.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ERes2NetV2"}. This record does not assert independent reproduction.

### MRL

EER: 11.4. Result ID: 699a14d25698665ec498ea21.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e51e209131cea6485e.md>)

Recorded evaluation configuration: {"Regime":"GT","Encoder":"ECAPA-TDNN"}. This record does not assert independent reproduction.

### LMFT

EER: 11.49. Result ID: 699a14d25698665ec498ea2a.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

Recorded evaluation configuration: {"Regime":"FT","Encoder":"ResNet34"}. This record does not assert independent reproduction.

### LMFT

EER: 13.46. Result ID: 699a14d25698665ec498ea2f.

[Reporting paper](<https://www.sota2.com/research/paper/69705dcae25ad2fa9d1ed5ca.md>)

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.
