# Singing Voice Deepfake Detection on CtrSVDD

Source: [Singing Voice Deepfake Detection on CtrSVDD](<https://www.sota2.com/research/sota/singing-voice-deepfake-detection-on-ctrsvdd>)

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

Data updated: 2026-05-19T12:12:10.425Z

Evaluation of Singing Voice Deepfake Detection performance on the CtrSVDD dataset, typically reporting EER, Accuracy, TPR, and TNR.

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 | Singing Voice Deepfake Detection |
| Dataset (including any stated split) | CtrSVDD |
| Metric | EER |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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/singing-voice-deepfake-detection-on-ctrsvdd.md?metric=EER>): Lower is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/singing-voice-deepfake-detection-on-ctrsvdd.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [TPR](<https://www.sota2.com/research/sota/singing-voice-deepfake-detection-on-ctrsvdd.md?metric=TPR>): Higher is better; unit: PERCENT.

- [TNR](<https://www.sota2.com/research/sota/singing-voice-deepfake-detection-on-ctrsvdd.md?metric=TNR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EER | Result date | Report paper |
| --- | --- | --- | --- |
| SingGraph | 6.23 | Not recorded | 6a0beed1dbc836b87d82c729 |
| W2V2-MusicDET | 6.74 | Not recorded | 6a0beed1dbc836b87d82c729 |
| W2V2-AASIST | 8.23 | Not recorded | 6a0beed1dbc836b87d82c729 |
| Alethia-Large | 10.8 | Not recorded | 69f8280dc0f56ed843088a2c |
| AASIST | 11.54 | Not recorded | 6a0beed1dbc836b87d82c729 |
| W2V2-ResNet | 11.72 | Not recorded | 6a0beed1dbc836b87d82c729 |
| MERT-AASIST | 12.55 | Not recorded | 6a0beed1dbc836b87d82c729 |
| W2V2-LCNN | 12.78 | Not recorded | 6a0beed1dbc836b87d82c729 |
| W2V-1B | 13.2 | Not recorded | 69f8280dc0f56ed843088a2c |
| CtrSVDD Baseline\* | 13.8 | Not recorded | 69f8280dc0f56ed843088a2c |
| Alethia-Base | 16.7 | Not recorded | 69f8280dc0f56ed843088a2c |
| WavLM-AASIST | 18.74 | Not recorded | 6a0beed1dbc836b87d82c729 |
| W2V-300M | 22.4 | Not recorded | 69f8280dc0f56ed843088a2c |
| Spec-ResNet | 22.59 | Not recorded | 6a0beed1dbc836b87d82c729 |
| WavLM-Large | 22.6 | Not recorded | 69f8280dc0f56ed843088a2c |
| HuBERT-Large | 25.7 | Not recorded | 69f8280dc0f56ed843088a2c |

### SingGraph

EER: 6.23. Result ID: 6a0c5394fbc373592c03a9d3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beed1dbc836b87d82c729.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79031e209131cea7baea.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### W2V2-MusicDET

EER: 6.74. Result ID: 6a0c5394fbc373592c03a9d4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beed1dbc836b87d82c729.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beed1dbc836b87d82c729.md>)

Recorded evaluation configuration: {"Front-end":"W2V2 (Frozen)","Back-end":"MusicDET"}. This record does not assert independent reproduction.

### W2V2-AASIST

EER: 8.23. Result ID: 6a0c5394fbc373592c03a9d0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beed1dbc836b87d82c729.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be41e209131cea30f4d.md>)

Recorded evaluation configuration: {"Front-end":"W2V2 (Frozen)","Back-end":"AASIST"}. This record does not assert independent reproduction.

### Alethia-Large

EER: 10.8. Result ID: 69f85ab247f34ce924dc16cb.

[Reporting paper](<https://www.sota2.com/research/paper/69f8280dc0f56ed843088a2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f8280dc0f56ed843088a2c.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot testing"}. This record does not assert independent reproduction.

### AASIST

EER: 11.54. Result ID: 6a0c5394fbc373592c03a9cd.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beed1dbc836b87d82c729.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aea1e209131cea2b04d.md>)

[Implementation](<https://github.com/clovaai/aasist>)

Recorded evaluation configuration: {"Back-end":"AASIST"}. This record does not assert independent reproduction.

### W2V2-ResNet

EER: 11.72. Result ID: 6a0c5394fbc373592c03a9d1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beed1dbc836b87d82c729.md>)

Recorded evaluation configuration: {"Front-end":"W2V2 (Frozen)","Back-end":"ResNet"}. This record does not assert independent reproduction.

### MERT-AASIST

EER: 12.55. Result ID: 6a0c5394fbc373592c03a9ce.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beed1dbc836b87d82c729.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa766e1e209131cea6cf38.md>)

Recorded evaluation configuration: {"Front-end":"MERT (Frozen)","Back-end":"AASIST"}. This record does not assert independent reproduction.

### W2V2-LCNN

EER: 12.78. Result ID: 6a0c5394fbc373592c03a9d2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beed1dbc836b87d82c729.md>)

Recorded evaluation configuration: {"Front-end":"W2V2 (Frozen)","Back-end":"LCNN"}. This record does not assert independent reproduction.

### W2V-1B

EER: 13.2. Result ID: 69f85ab247f34ce924dc16c9.

[Reporting paper](<https://www.sota2.com/research/paper/69f8280dc0f56ed843088a2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68891e209131cea1cc36.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot testing"}. This record does not assert independent reproduction.

### CtrSVDD Baseline\*

EER: 13.8. Result ID: 69f85ab247f34ce924dc16cc.

[Reporting paper](<https://www.sota2.com/research/paper/69f8280dc0f56ed843088a2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e81e209131cea64a0c.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"In-domain finetuning"}. This record does not assert independent reproduction.

### Alethia-Base

EER: 16.7. Result ID: 69f85ab247f34ce924dc16ca.

[Reporting paper](<https://www.sota2.com/research/paper/69f8280dc0f56ed843088a2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f8280dc0f56ed843088a2c.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot testing"}. This record does not assert independent reproduction.

### WavLM-AASIST

EER: 18.74. Result ID: 6a0c5394fbc373592c03a9cf.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beed1dbc836b87d82c729.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d210.md>)

[Implementation](<https://aka.ms/wavlm>)

Recorded evaluation configuration: {"Front-end":"WavLM (Frozen)","Back-end":"AASIST"}. This record does not assert independent reproduction.

### W2V-300M

EER: 22.4. Result ID: 69f85ab247f34ce924dc16c8.

[Reporting paper](<https://www.sota2.com/research/paper/69f8280dc0f56ed843088a2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68891e209131cea1cc36.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot testing"}. This record does not assert independent reproduction.

### Spec-ResNet

EER: 22.59. Result ID: 6a0c5394fbc373592c03a9cc.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beed1dbc836b87d82c729.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Front-end":"Spectrogram","Back-end":"ResNet"}. This record does not assert independent reproduction.

### WavLM-Large

EER: 22.6. Result ID: 69f85ab247f34ce924dc16c7.

[Reporting paper](<https://www.sota2.com/research/paper/69f8280dc0f56ed843088a2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d210.md>)

[Implementation](<https://aka.ms/wavlm>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot testing"}. This record does not assert independent reproduction.

### HuBERT-Large

EER: 25.7. Result ID: 69f85ab247f34ce924dc16c6.

[Reporting paper](<https://www.sota2.com/research/paper/69f8280dc0f56ed843088a2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea26880.md>)

[Implementation](<https://github.com/pytorch/fairseq/tree/master/examples/hubert>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot testing"}. This record does not assert independent reproduction.

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