# Speech Enhancement on ATC Corpus (selected samples)

Source: [Speech Enhancement on ATC Corpus (selected samples)](<https://www.sota2.com/research/sota/speech-enhancement-on-atc-corpus-selected-samples>)

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

Data updated: 2026-02-26T05:50:05.805Z

Evaluation of Speech Enhancement performance using selected samples from the ATC Corpus, measured by MOS SIG, MOS BAK, MOS OVL, and AIR.

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 Corpus (selected samples) |
| Metric | MOS SIG |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [MOS SIG](<https://www.sota2.com/research/sota/speech-enhancement-on-atc-corpus-selected-samples.md?metric=MOS%20SIG>): Higher is better; unit: SCALAR.

- [MOS BAK](<https://www.sota2.com/research/sota/speech-enhancement-on-atc-corpus-selected-samples.md?metric=MOS%20BAK>): Higher is better; unit: SCALAR.

- [MOS OVL](<https://www.sota2.com/research/sota/speech-enhancement-on-atc-corpus-selected-samples.md?metric=MOS%20OVL>): Higher is better; unit: SCALAR.

- [AIR](<https://www.sota2.com/research/sota/speech-enhancement-on-atc-corpus-selected-samples.md?metric=AIR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MOS SIG | Result date | Report paper |
| --- | --- | --- | --- |
| ROSE | 3.98 | Not recorded | 68fa74511e209131cea6107a |
| TF-GridNet | 3.94 | Not recorded | 68fa74511e209131cea6107a |
| DB-AIAT | 3.91 | Not recorded | 68fa74511e209131cea6107a |
| DEMUCS | 3.89 | Not recorded | 68fa74511e209131cea6107a |
| BSRNN | 3.85 | Not recorded | 68fa74511e209131cea6107a |
| SE-Conformer | 3.83 | Not recorded | 68fa74511e209131cea6107a |
| FullSubNet+ | 3.82 | Not recorded | 68fa74511e209131cea6107a |
| MetricGAN+ | 3.78 | Not recorded | 68fa74511e209131cea6107a |
| MetricGAN | 3.76 | Not recorded | 68fa74511e209131cea6107a |
| SGMSE | 3.62 | Not recorded | 68fa74511e209131cea6107a |
| DCCRN-E | 3.62 | Not recorded | 68fa74511e209131cea6107a |
| DiffuSE | 3.57 | Not recorded | 68fa74511e209131cea6107a |
| CDiffuSE | 3.55 | Not recorded | 68fa74511e209131cea6107a |
| CRN | 3.54 | Not recorded | 68fa74511e209131cea6107a |
| SEGAN | 3.47 | Not recorded | 68fa74511e209131cea6107a |
| Noisy | 3.42 | Not recorded | 68fa74511e209131cea6107a |
| Spec-Sub | 2.98 | Not recorded | 68fa74511e209131cea6107a |
| Wiener | 2.78 | Not recorded | 68fa74511e209131cea6107a |

### ROSE

MOS SIG: 3.98. Result ID: 69933c463a6c314849149b28.

[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: {"Causal":false,"Domain":"Time"}. This record does not assert independent reproduction.

### TF-GridNet

MOS SIG: 3.94. Result ID: 69933c463a6c314849149b27.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa70361e209131cea49961.md>)

Recorded evaluation configuration: {"Causal":false,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### DB-AIAT

MOS SIG: 3.91. Result ID: 69933c463a6c314849149b26.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd91e209131cea3094f.md>)

Recorded evaluation configuration: {"Causal":false,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### DEMUCS

MOS SIG: 3.89. Result ID: 69933c463a6c314849149b22.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa68461e209131cea1af7a.md>)

Recorded evaluation configuration: {"Causal":false,"Domain":"Time"}. This record does not assert independent reproduction.

### BSRNN

MOS SIG: 3.85. Result ID: 69933c463a6c314849149b23.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa7fe41e209131cea9b668.md>)

[Implementation](<https://github.com/wenet-e2e/wespeaker/blob/master/docs/pretrained.md>)

Recorded evaluation configuration: {"Causal":true,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### SE-Conformer

MOS SIG: 3.83. Result ID: 69933c463a6c314849149b24.

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

Recorded evaluation configuration: {"Causal":false,"Domain":"Time"}. This record does not assert independent reproduction.

### FullSubNet+

MOS SIG: 3.82. Result ID: 69933c463a6c314849149b25.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea323b0.md>)

[Implementation](<https://github.com/thuhcsi/FullSubNet-plus>)

Recorded evaluation configuration: {"Causal":false,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### MetricGAN+

MOS SIG: 3.78. Result ID: 69933c463a6c314849149b1c.

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

Recorded evaluation configuration: {"Causal":false,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### MetricGAN

MOS SIG: 3.76. Result ID: 69933c463a6c314849149b1b.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bb1e209131cea0bf84.md>)

Recorded evaluation configuration: {"Causal":false,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### SGMSE

MOS SIG: 3.62. Result ID: 69933c463a6c314849149b1f.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf11e209131cea36af0.md>)

Recorded evaluation configuration: {"Causal":false,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### DCCRN-E

MOS SIG: 3.62. Result ID: 69933c463a6c314849149b21.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa68681e209131cea1bea2.md>)

[Implementation](<https://huyanxin.github.io/DeepComplexCRN>)

Recorded evaluation configuration: {"Causal":true,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### DiffuSE

MOS SIG: 3.57. Result ID: 69933c463a6c314849149b1d.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b441e209131cea2d177.md>)

Recorded evaluation configuration: {"Causal":false,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### CDiffuSE

MOS SIG: 3.55. Result ID: 69933c463a6c314849149b1e.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bbe1e209131cea30039.md>)

[Implementation](<https://github.com/neillu23/CDiffuSE>)

Recorded evaluation configuration: {"Causal":false,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### CRN

MOS SIG: 3.54. Result ID: 69933c463a6c314849149b20.

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

Recorded evaluation configuration: {"Causal":true,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### SEGAN

MOS SIG: 3.47. Result ID: 69933c463a6c314849149b1a.

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

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

Recorded evaluation configuration: {"Causal":false,"Domain":"Time"}. This record does not assert independent reproduction.

### Noisy

MOS SIG: 3.42. Result ID: 69933c463a6c314849149b17.

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

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

### Spec-Sub

MOS SIG: 2.98. Result ID: 69933c463a6c314849149b19.

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

Recorded evaluation configuration: {"Causal":false,"Domain":"Time-Frequency"}. This record does not assert independent reproduction.

### Wiener

MOS SIG: 2.78. Result ID: 69933c463a6c314849149b18.

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

Recorded evaluation configuration: {"Causal":false,"Domain":"Time"}. This record does not assert independent reproduction.

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