# Speech Enhancement on ATC Corpus

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

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

Data updated: 2026-02-26T05:38:50.980Z

Evaluation of Speech Enhancement performance using the ATC Corpus, measured by metrics including CSIG, CBAK, COVL, PESQ, and STOI.

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 |
| Metric | CSIG |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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

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

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

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

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

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

## Recorded results

| Method | CSIG | Result date | Report paper |
| --- | --- | --- | --- |
| DEMUCS | 4.72 | Not recorded | 68fa74511e209131cea6107a |
| ROSE | 4.58 | Not recorded | 68fa74511e209131cea6107a |
| BSRNN | 4.55 | Not recorded | 68fa74511e209131cea6107a |
| DB-AIAT | 4.55 | Not recorded | 68fa74511e209131cea6107a |
| TF-GridNet | 4.53 | Not recorded | 68fa74511e209131cea6107a |
| SE-Conformer | 4.4 | Not recorded | 68fa74511e209131cea6107a |
| DEMUCS | 4.22 | Not recorded | 68fa74511e209131cea6107a |
| MetricGAN+ | 4.13 | Not recorded | 68fa74511e209131cea6107a |
| FullSubNet+ | 4.12 | Not recorded | 68fa74511e209131cea6107a |
| MetricGAN | 3.97 | Not recorded | 68fa74511e209131cea6107a |
| SGMSE | 3.78 | Not recorded | 68fa74511e209131cea6107a |
| DCCRN-E | 3.76 | Not recorded | 68fa74511e209131cea6107a |
| CDiffuSE | 3.7 | Not recorded | 68fa74511e209131cea6107a |
| DiffuSE | 3.65 | Not recorded | 68fa74511e209131cea6107a |
| CRN | 3.57 | Not recorded | 68fa74511e209131cea6107a |
| SEGAN | 3.56 | Not recorded | 68fa74511e209131cea6107a |
| Noisy | 3.28 | Not recorded | 68fa74511e209131cea6107a |
| Spec-Sub | 2.62 | Not recorded | 68fa74511e209131cea6107a |
| Wiener | 2.17 | Not recorded | 68fa74511e209131cea6107a |

### DEMUCS

CSIG: 4.72. Result ID: 69933c463a6c314849149afe.

[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":"T","#Param. (M)":68.87,"GMAC/S":38.12}. This record does not assert independent reproduction.

### ROSE

CSIG: 4.58. Result ID: 69933c463a6c314849149b03.

[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":"T","#Param. (M)":36.98,"GMAC/S":4.73}. This record does not assert independent reproduction.

### BSRNN

CSIG: 4.55. Result ID: 69933c463a6c314849149afd.

[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":"T-F","#Param. (M)":2.96,"GMAC/S":2.57}. This record does not assert independent reproduction.

### DB-AIAT

CSIG: 4.55. Result ID: 69933c463a6c314849149b01.

[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":"T-F","#Param. (M)":2.81,"GMAC/S":41.8}. This record does not assert independent reproduction.

### TF-GridNet

CSIG: 4.53. Result ID: 69933c463a6c314849149b02.

[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":"T-F","#Param. (M)":8.2,"GMAC/S":19.2}. This record does not assert independent reproduction.

### SE-Conformer

CSIG: 4.4. Result ID: 69933c463a6c314849149aff.

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

Recorded evaluation configuration: {"Causal":false,"Domain":"T","#Param. (M)":75.28,"GMAC/S":44.96}. This record does not assert independent reproduction.

### DEMUCS

CSIG: 4.22. Result ID: 69933c463a6c314849149afc.

[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":true,"Domain":"T","#Param. (M)":53.52,"GMAC/S":37.83}. This record does not assert independent reproduction.

### MetricGAN+

CSIG: 4.13. Result ID: 69933c463a6c314849149af6.

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

Recorded evaluation configuration: {"Causal":false,"Domain":"T-F","#Param. (M)":1.86,"GMAC/S":28.51}. This record does not assert independent reproduction.

### FullSubNet+

CSIG: 4.12. Result ID: 69933c463a6c314849149b00.

[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":"T-F","#Param. (M)":8.67,"GMAC/S":48.57}. This record does not assert independent reproduction.

### MetricGAN

CSIG: 3.97. Result ID: 69933c463a6c314849149af5.

[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":"T-F","#Param. (M)":1.86,"GMAC/S":28.51}. This record does not assert independent reproduction.

### SGMSE

CSIG: 3.78. Result ID: 69933c463a6c314849149af9.

[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":"T-F","#Param. (M)":3.89,"GMAC/S":152.77}. This record does not assert independent reproduction.

### DCCRN-E

CSIG: 3.76. Result ID: 69933c463a6c314849149afb.

[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":"T-F","#Param. (M)":3.67,"GMAC/S":33.48}. This record does not assert independent reproduction.

### CDiffuSE

CSIG: 3.7. Result ID: 69933c463a6c314849149af8.

[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":"T-F","#Param. (M)":4.28,"GMAC/S":190.23}. This record does not assert independent reproduction.

### DiffuSE

CSIG: 3.65. Result ID: 69933c463a6c314849149af7.

[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":"T-F","#Param. (M)":3.23,"GMAC/S":210.31}. This record does not assert independent reproduction.

### CRN

CSIG: 3.57. Result ID: 69933c463a6c314849149afa.

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

Recorded evaluation configuration: {"Causal":true,"Domain":"T-F","#Param. (M)":1.7,"GMAC/S":8.8}. This record does not assert independent reproduction.

### SEGAN

CSIG: 3.56. Result ID: 69933c463a6c314849149af4.

[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":"T","#Param. (M)":65.82,"GMAC/S":13.39}. This record does not assert independent reproduction.

### Noisy

CSIG: 3.28. Result ID: 69933c463a6c314849149af1.

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

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

### Spec-Sub

CSIG: 2.62. Result ID: 69933c463a6c314849149af3.

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

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

### Wiener

CSIG: 2.17. Result ID: 69933c463a6c314849149af2.

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

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

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