# Speech Enhancement on ATC (Air Traffic Control) (test)

Source: [Speech Enhancement on ATC (Air Traffic Control) (test)](<https://www.sota2.com/research/sota/speech-enhancement-on-atc-air-traffic-control-test>)

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

Data updated: 2026-02-26T05:55:01.718Z

Evaluation of Speech Enhancement performance on the test split of the ATC (Air Traffic Control) dataset, measured using PESQ, CD, and SRMR.

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) | ATC (Air Traffic Control) (test) |
| Metric | PESQ |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [PESQ](<https://www.sota2.com/research/sota/speech-enhancement-on-atc-air-traffic-control-test.md?metric=PESQ>): Higher is better; unit: SCALAR.

- [CD](<https://www.sota2.com/research/sota/speech-enhancement-on-atc-air-traffic-control-test.md?metric=CD>): Lower is better; unit: SCALAR.

- [SRMR](<https://www.sota2.com/research/sota/speech-enhancement-on-atc-air-traffic-control-test.md?metric=SRMR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PESQ | Result date | Report paper |
| --- | --- | --- | --- |
| ROSE | 3.09 | Not recorded | 68fa74511e209131cea6107a |
| RVAE-EM-S | 2.81 | Not recorded | 68fa74511e209131cea6107a |
| WD-TCN | 2.78 | Not recorded | 68fa74511e209131cea6107a |
| NKF | 1.93 | Not recorded | 68fa74511e209131cea6107a |
| Align-CRUSE | 1.84 | Not recorded | 68fa74511e209131cea6107a |
| Noisy | 1.8 | Not recorded | 68fa74511e209131cea6107a |
| WPE | 1.55 | Not recorded | 68fa74511e209131cea6107a |
| NLMS | 1.5 | Not recorded | 68fa74511e209131cea6107a |

### ROSE

PESQ: 3.09. Result ID: 69933c463a6c314849149b30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6107a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6107a.md>)

[Implementation](<https://github.com/XCYu-0903/ROSE>)

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

### RVAE-EM-S

PESQ: 2.81. Result ID: 69933c463a6c314849149b2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6107a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ed1e209131cea4e111.md>)

Recorded evaluation configuration: {"Method Type":"Dereverberation"}. This record does not assert independent reproduction.

### WD-TCN

PESQ: 2.78. Result ID: 69933c463a6c314849149b2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6107a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d141e209131cea37822.md>)

[Implementation](<https://github.com/jwr1995/WD-TCN>)

Recorded evaluation configuration: {"Method Type":"Dereverberation"}. This record does not assert independent reproduction.

### NKF

PESQ: 1.93. Result ID: 69933c463a6c314849149b2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6107a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2ed.md>)

Recorded evaluation configuration: {"Method Type":"Acoustic Echo Cancellation (AEC)"}. This record does not assert independent reproduction.

### Align-CRUSE

PESQ: 1.84. Result ID: 69933c463a6c314849149b2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6107a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eca1e209131cea4228b.md>)

Recorded evaluation configuration: {"Method Type":"Acoustic Echo Cancellation (AEC)"}. This record does not assert independent reproduction.

### Noisy

PESQ: 1.8. Result ID: 69933c463a6c314849149b29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6107a.md>)

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

### WPE

PESQ: 1.55. Result ID: 69933c463a6c314849149b2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6107a.md>)

Recorded evaluation configuration: {"Method Type":"Dereverberation"}. This record does not assert independent reproduction.

### NLMS

PESQ: 1.5. Result ID: 69933c463a6c314849149b2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6107a.md>)

Recorded evaluation configuration: {"Method Type":"Acoustic Echo Cancellation (AEC)"}. This record does not assert independent reproduction.

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