# Speaker Verification on VoxCeleb Hard 1

Source: [Speaker Verification on VoxCeleb Hard 1](<https://www.sota2.com/research/sota/speaker-verification-on-voxceleb-hard-1>)

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

Data updated: 2026-02-26T05:41:29.128Z

Evaluation of Speaker Verification performance on the VoxCeleb Hard 1 dataset, reporting specific Equal Error Rate (EER) variants.

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) | VoxCeleb Hard 1 |
| Metric | EER (f-f) |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 18 of 18 |
| 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 (f-f)](<https://www.sota2.com/research/sota/speaker-verification-on-voxceleb-hard-1.md?metric=EER%20(f-f)>): Lower is better; unit: PERCENT.

- [EER (s-avg)](<https://www.sota2.com/research/sota/speaker-verification-on-voxceleb-hard-1.md?metric=EER%20(s-avg)>): Lower is better; unit: PERCENT.

- [EER (5s-1s)](<https://www.sota2.com/research/sota/speaker-verification-on-voxceleb-hard-1.md?metric=EER%20(5s-1s)>): Lower is better; unit: PERCENT.

- [EER (%)](<https://www.sota2.com/research/sota/speaker-verification-on-voxceleb-hard-1.md?metric=EER%20(%25)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | EER (f-f) | Result date | Report paper |
| --- | --- | --- | --- |
| MRL | 1.87 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-GT-HW | 1.98 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| Baseline | 2 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| Baseline | 2.03 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-GT-SW | 2.04 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-GT-HW | 2.08 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| Baseline | 2.09 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| +VLT | 2.09 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-GT-HW | 2.1 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| +VLT | 2.11 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| MRL | 2.11 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-GT-SW | 2.11 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| DAME-GT-SW | 2.16 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| +VLT | 2.19 | Not recorded | 69705dcae25ad2fa9d1ed5ca |
| MRL | 2.2 | Not recorded | 69705dcae25ad2fa9d1ed5ca |

### MRL

EER (f-f): 1.87. Result ID: 699a14d25698665ec498ea80.

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

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

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

### DAME-GT-HW

EER (f-f): 1.98. Result ID: 699a14d25698665ec498ea82.

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

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

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

### Baseline

EER (f-f): 2. Result ID: 699a14d25698665ec498ea79.

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

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

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

### Baseline

EER (f-f): 2.03. Result ID: 699a14d25698665ec498ea74.

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

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

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

### DAME-GT-SW

EER (f-f): 2.04. Result ID: 699a14d25698665ec498ea81.

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

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

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

### DAME-GT-HW

EER (f-f): 2.08. Result ID: 699a14d25698665ec498ea7d.

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

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

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

### Baseline

EER (f-f): 2.09. Result ID: 699a14d25698665ec498ea7e.

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

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

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

### +VLT

EER (f-f): 2.09. Result ID: 699a14d25698665ec498ea7f.

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

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

### DAME-GT-HW

EER (f-f): 2.1. Result ID: 699a14d25698665ec498ea78.

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

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

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

### +VLT

EER (f-f): 2.11. Result ID: 699a14d25698665ec498ea75.

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

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

### MRL

EER (f-f): 2.11. Result ID: 699a14d25698665ec498ea76.

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

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

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

### DAME-GT-SW

EER (f-f): 2.11. Result ID: 699a14d25698665ec498ea77.

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

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

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

### DAME-GT-SW

EER (f-f): 2.16. Result ID: 699a14d25698665ec498ea7c.

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

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

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

### +VLT

EER (f-f): 2.19. Result ID: 699a14d25698665ec498ea7a.

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

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

### MRL

EER (f-f): 2.2. Result ID: 699a14d25698665ec498ea7b.

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

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

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

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