# Voice Activity Detection on AVA-Speech (test)

Source: [Voice Activity Detection on AVA-Speech (test)](<https://www.sota2.com/research/sota/voice-activity-detection-on-ava-speech-test>)

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

Data updated: 2026-02-26T05:25:29.010Z

Evaluation of Voice Activity Detection (VAD) performance on the test split of the AVA-Speech dataset, reporting True Positive Rates across clean, noisy, and music conditions.

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 | Voice Activity Detection |
| Dataset (including any stated split) | AVA-Speech (test) |
| Metric | AUC-ROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [AUC-ROC](<https://www.sota2.com/research/sota/voice-activity-detection-on-ava-speech-test.md?metric=AUC-ROC>): Higher is better; unit: PERCENT.

- [TPR (Clean)](<https://www.sota2.com/research/sota/voice-activity-detection-on-ava-speech-test.md?metric=TPR%20(Clean)>): Higher is better; unit: PERCENT.

- [TPR (Noise)](<https://www.sota2.com/research/sota/voice-activity-detection-on-ava-speech-test.md?metric=TPR%20(Noise)>): Higher is better; unit: PERCENT.

- [TPR (Music)](<https://www.sota2.com/research/sota/voice-activity-detection-on-ava-speech-test.md?metric=TPR%20(Music)>): Higher is better; unit: PERCENT.

- [TPR (All)](<https://www.sota2.com/research/sota/voice-activity-detection-on-ava-speech-test.md?metric=TPR%20(All)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC-ROC | Result date | Report paper |
| --- | --- | --- | --- |
| SG-VAD | 94.3 | Not recorded | 68fa6dc71e209131cea3c22f |
| Braun et al. | 92.4 | Not recorded | 68fa6dc71e209131cea3c22f |
| NAS-VAD | 90.5 | Not recorded | 68fa6dc71e209131cea3c22f |
| ResectNet 1.0x | 90 | Not recorded | 68fa6dc71e209131cea3c22f |
| ResectNet 0.5x | 88.6 | Not recorded | 68fa6dc71e209131cea3c22f |
| MarbleNet | 85.8 | Not recorded | 68fa6dc71e209131cea3c22f |
| ADA-VAD | 85.3 | Not recorded | 68fa6dc71e209131cea3c22f |

### SG-VAD

AUC-ROC: 94.3. Result ID: 698fe9653a6c314849fcbdd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc71e209131cea3c22f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc71e209131cea3c22f.md>)

[Implementation](<https://www.github.com/jsvir/vad>)

Recorded evaluation configuration: {"Params":"7.8k"}. This record does not assert independent reproduction.

### Braun et al.

AUC-ROC: 92.4. Result ID: 698fe9653a6c314849fcbdd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc71e209131cea3c22f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7f8f1e209131cea9a809.md>)

Recorded evaluation configuration: {"Params":"1773k","Training Dataset":"DNS"}. This record does not assert independent reproduction.

### NAS-VAD

AUC-ROC: 90.5. Result ID: 698fe9653a6c314849fcbdd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc71e209131cea3c22f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3aace.md>)

Recorded evaluation configuration: {"Params":"151k","Training Dataset":"CV, AS"}. This record does not assert independent reproduction.

### ResectNet 1.0x

AUC-ROC: 90. Result ID: 698fe9653a6c314849fcbdd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc71e209131cea3c22f.md>)

Recorded evaluation configuration: {"Params":"11.1k","Training Dataset":"DNS"}. This record does not assert independent reproduction.

### ResectNet 0.5x

AUC-ROC: 88.6. Result ID: 698fe9653a6c314849fcbdd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc71e209131cea3c22f.md>)

Recorded evaluation configuration: {"Params":"4.5k","Training Dataset":"DNS"}. This record does not assert independent reproduction.

### MarbleNet

AUC-ROC: 85.8. Result ID: 698fe9653a6c314849fcbdd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc71e209131cea3c22f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea216fb.md>)

Recorded evaluation configuration: {"Params":"88k","Training Dataset":"GSCV2, FS2K"}. This record does not assert independent reproduction.

### ADA-VAD

AUC-ROC: 85.3. Result ID: 698fe9653a6c314849fcbdd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc71e209131cea3c22f.md>)

Recorded evaluation configuration: {"Training Dataset":"TIMIT"}. This record does not assert independent reproduction.

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