# Single-target Sound Extraction on FSD Kaggle 2018 and TAU Urban Acoustic Scenes 2019 (test)

Source: [Single-target Sound Extraction on FSD Kaggle 2018 and TAU Urban Acoustic Scenes 2019 (test)](<https://www.sota2.com/research/sota/single-target-sound-extraction-on-fsd-kaggle-2018-and-tau-urban-acoustic-scenes-2019-test>)

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

Data updated: 2026-02-26T06:02:56.124Z

Evaluation of Single-target Sound Extraction performance using the combined test set from FSD Kaggle 2018 and TAU Urban Acoustic Scenes 2019, measured using SI-SNRi metrics.

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 | Single-target sound extraction |
| Dataset (including any stated split) | FSD Kaggle 2018 and TAU Urban Acoustic Scenes 2019 (test) |
| Metric | SI-SNRi |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [SI-SNRi](<https://www.sota2.com/research/sota/single-target-sound-extraction-on-fsd-kaggle-2018-and-tau-urban-acoustic-scenes-2019-test.md?metric=SI-SNRi>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SI-SNRi | Result date | Report paper |
| --- | --- | --- | --- |
| Waveformer | 9.43 | Not recorded | 68fa6f0f1e209131cea439c4 |
| Waveformer | 9.4 | Not recorded | 68fa6f0f1e209131cea439c4 |
| Waveformer | 9.26 | Not recorded | 68fa6f0f1e209131cea439c4 |
| Waveformer | 9.02 | Not recorded | 68fa6f0f1e209131cea439c4 |
| ReSepformer | 7.26 | Not recorded | 68fa6f0f1e209131cea439c4 |
| Conv-TasNet | 6.14 | Not recorded | 68fa6f0f1e209131cea439c4 |

### Waveformer

SI-SNRi: 9.43. Result ID: 6990a4bf3a6c314849021616.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0f1e209131cea439c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0f1e209131cea439c4.md>)

[Implementation](<https://waveformer.cs.washington.edu/>)

Recorded evaluation configuration: {"E":"512","D":"256","Model size":"3.88M","RTF":"0.94"}. This record does not assert independent reproduction.

### Waveformer

SI-SNRi: 9.4. Result ID: 6990a4bf3a6c314849021614.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0f1e209131cea439c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0f1e209131cea439c4.md>)

[Implementation](<https://waveformer.cs.washington.edu/>)

Recorded evaluation configuration: {"E":"256","D":"256","Model size":"1.69M","RTF":"0.75"}. This record does not assert independent reproduction.

### Waveformer

SI-SNRi: 9.26. Result ID: 6990a4bf3a6c314849021615.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0f1e209131cea439c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0f1e209131cea439c4.md>)

[Implementation](<https://waveformer.cs.washington.edu/>)

Recorded evaluation configuration: {"E":"512","D":"128","Model size":"3.29M","RTF":"0.88"}. This record does not assert independent reproduction.

### Waveformer

SI-SNRi: 9.02. Result ID: 6990a4bf3a6c314849021613.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0f1e209131cea439c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0f1e209131cea439c4.md>)

[Implementation](<https://waveformer.cs.washington.edu/>)

Recorded evaluation configuration: {"E":"256","D":"128","Model size":"1.10M","RTF":"0.66"}. This record does not assert independent reproduction.

### ReSepformer

SI-SNRi: 7.26. Result ID: 6990a4bf3a6c314849021612.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0f1e209131cea439c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ca1e209131cea52fd5.md>)

Recorded evaluation configuration: {"Model size":"13.24M","RTF":"1.60"}. This record does not assert independent reproduction.

### Conv-TasNet

SI-SNRi: 6.14. Result ID: 6990a4bf3a6c314849021611.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0f1e209131cea439c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b71e209131cea18089.md>)

Recorded evaluation configuration: {"Model size":"4.57M","RTF":"1.34"}. This record does not assert independent reproduction.

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