# Audio Anti-spoofing on HAD (test)

Source: [Audio Anti-spoofing on HAD (test)](<https://www.sota2.com/research/sota/audio-anti-spoofing-on-had-test>)

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

Data updated: 2026-04-02T10:28:42.848Z

Evaluation of Audio Anti-spoofing performance on the test split of the HAD dataset, reporting EER and AUC.

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 | Audio Anti-spoofing |
| Dataset (including any stated split) | HAD (test) |
| Metric | EER |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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/audio-anti-spoofing-on-had-test.md?metric=EER>): Lower is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/audio-anti-spoofing-on-had-test.md?metric=AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | EER | Result date | Report paper |
| --- | --- | --- | --- |
| TRACE | 20.92 | Not recorded | 69cdf8210636e5bf4afccba4 |
| TRACE | 25.62 | Not recorded | 69cdf8210636e5bf4afccba4 |
| TRACE | 30.11 | Not recorded | 69cdf8210636e5bf4afccba4 |
| TRACE | 31.4 | Not recorded | 69cdf8210636e5bf4afccba4 |

### TRACE

EER: 20.92. Result ID: 69ce44cd47f34ce924b821a8.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

Recorded evaluation configuration: {"variant":"Prop.","configuration":"L18,F1-opt"}. This record does not assert independent reproduction.

### TRACE

EER: 25.62. Result ID: 69ce44cd47f34ce924b821a7.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

Recorded evaluation configuration: {"variant":"S3","configuration":"L18,F1-maxW"}. This record does not assert independent reproduction.

### TRACE

EER: 30.11. Result ID: 69ce44cd47f34ce924b821a6.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

Recorded evaluation configuration: {"variant":"S2","configuration":"L18,F1-rms"}. This record does not assert independent reproduction.

### TRACE

EER: 31.4. Result ID: 69ce44cd47f34ce924b821a5.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8210636e5bf4afccba4.md>)

Recorded evaluation configuration: {"variant":"S1","configuration":"L24,last"}. This record does not assert independent reproduction.

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