# Speech Enhancement on Curated real world samples

Source: [Speech Enhancement on Curated real world samples](<https://www.sota2.com/research/sota/speech-enhancement-on-curated-real-world-samples>)

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

Data updated: 2026-02-26T05:59:09.557Z

Evaluation of Speech Enhancement performance using a curated set of real-world samples, measured by Quality and Intelligibility scores.

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 | Speech Enhancement |
| Dataset (including any stated split) | Curated real world samples |
| Metric | Quality Score |
| Unit | SCALAR |
| 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

- [Quality Score](<https://www.sota2.com/research/sota/speech-enhancement-on-curated-real-world-samples.md?metric=Quality%20Score>): Higher is better; unit: SCALAR.

- [Intelligibility Score](<https://www.sota2.com/research/sota/speech-enhancement-on-curated-real-world-samples.md?metric=Intelligibility%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Quality Score | Result date | Report paper |
| --- | --- | --- | --- |
| pseudo-visual speech enhancement | 3.83 | Not recorded | 68fa68f21e209131cea1f2df |
| Audio-Only (AO) | 3.31 | Not recorded | 68fa68f21e209131cea1f2df |
| \[11\] | 2.27 | Not recorded | 68fa68f21e209131cea1f2df |
| \[19\] | 1.92 | Not recorded | 68fa68f21e209131cea1f2df |
| Noisy | 1.49 | Not recorded | 68fa68f21e209131cea1f2df |

### pseudo-visual speech enhancement

Quality Score: 3.83. Result ID: 698d8f258b517eb433225950.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f21e209131cea1f2df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f21e209131cea1f2df.md>)

[Implementation](<https://github.com/Sindhu-Hegde/pseudo-visual-speech-denoising>)

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

### Audio-Only (AO)

Quality Score: 3.31. Result ID: 698d8f258b517eb43322594f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f21e209131cea1f2df.md>)

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

### \[11\]

Quality Score: 2.27. Result ID: 698d8f258b517eb43322594e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f21e209131cea1f2df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64df1e209131cea06ee4.md>)

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

### \[19\]

Quality Score: 1.92. Result ID: 698d8f258b517eb43322594d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f21e209131cea1f2df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63651e209131ce9fe5dc.md>)

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

### Noisy

Quality Score: 1.49. Result ID: 698d8f258b517eb43322594c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f21e209131cea1f2df.md>)

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

Page 1 of 1. This is an index page, not the full collection.