# Audio Source Tracing on MLAAD (eval)

Source: [Audio Source Tracing on MLAAD (eval)](<https://www.sota2.com/research/sota/audio-source-tracing-on-mlaad-eval>)

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

Data updated: 2026-06-11T07:15:10.604Z

Evaluation of Audio Source Tracing performance on the MLAAD dataset (eval split), reporting ID Accuracy, EERc, and FPR95%.

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 Source Tracing |
| Dataset (including any stated split) | MLAAD (eval) |
| Metric | ID Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [ID Accuracy](<https://www.sota2.com/research/sota/audio-source-tracing-on-mlaad-eval.md?metric=ID%20Accuracy>): Higher is better; unit: PERCENT.

- [EERc](<https://www.sota2.com/research/sota/audio-source-tracing-on-mlaad-eval.md?metric=EERc>): Lower is better; unit: PERCENT.

- [FPR@95%](<https://www.sota2.com/research/sota/audio-source-tracing-on-mlaad-eval.md?metric=FPR%4095%25>): Lower is better; unit: PERCENT.

## Recorded results

| Method | ID Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Dual-Branch Gated (Ours) | 97.6 | Not recorded | 6a28f35290966ade919c1850 |
| Klein et al.: ResNet34+LMCL (B2) | 95.8 | Not recorded | 6a28f35290966ade919c1850 |
| Klein et al.: ResNet34+LMCL (B1) | 95.7 | Not recorded | 6a28f35290966ade919c1850 |
| Klein et al.: ResNet34+LMCL (B3) | 95.5 | Not recorded | 6a28f35290966ade919c1850 |
| Baseline Reference system (BL) | 85 | Not recorded | 6a28f35290966ade919c1850 |

### Dual-Branch Gated (Ours)

ID Accuracy: 97.6. Result ID: 6a2a6074fbc373592c27034b.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f35290966ade919c1850.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f35290966ade919c1850.md>)

Recorded evaluation configuration: {"Auxiliary data":"Dev-OOD","Augmentation":"None","Params":"897K"}. This record does not assert independent reproduction.

### Klein et al.: ResNet34+LMCL (B2)

ID Accuracy: 95.8. Result ID: 6a2a6074fbc373592c270348.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f35290966ade919c1850.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79e81e209131cea7fe78.md>)

Recorded evaluation configuration: {"Auxiliary data":"None","Augmentation":"codec + reverb","Params":"318M"}. This record does not assert independent reproduction.

### Klein et al.: ResNet34+LMCL (B1)

ID Accuracy: 95.7. Result ID: 6a2a6074fbc373592c270347.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f35290966ade919c1850.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79e81e209131cea7fe78.md>)

Recorded evaluation configuration: {"Auxiliary data":"None","Augmentation":"None","Params":"318M"}. This record does not assert independent reproduction.

### Klein et al.: ResNet34+LMCL (B3)

ID Accuracy: 95.5. Result ID: 6a2a6074fbc373592c270349.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f35290966ade919c1850.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79e81e209131cea7fe78.md>)

Recorded evaluation configuration: {"Auxiliary data":"ASV-CS","Augmentation":"codec + reverb","Params":"318M"}. This record does not assert independent reproduction.

### Baseline Reference system (BL)

ID Accuracy: 85. Result ID: 6a2a6074fbc373592c27034a.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f35290966ade919c1850.md>)

Recorded evaluation configuration: {"Auxiliary data":"None","Augmentation":"None"}. This record does not assert independent reproduction.

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