# VAD Regression on VOICES (test)

Source: [VAD Regression on VOICES (test)](<https://www.sota2.com/research/sota/vad-regression-on-voices-test>)

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

Data updated: 2026-02-26T05:49:10.858Z

Evaluation of Voice Activity Detection (VAD) Regression performance on the test split of the VOICES dataset, measured using MAE and Pearson's r.

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 | VAD Regression |
| Dataset (including any stated split) | VOICES (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower 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

- [MAE](<https://www.sota2.com/research/sota/vad-regression-on-voices-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [Pearson's r](<https://www.sota2.com/research/sota/vad-regression-on-voices-test.md?metric=Pearson%27s%20r>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| Eye-Gaze Temporal CNN | 0.105 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| Eye-Gaze Temporal CNN | 0.106 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| Eye-Gaze Temporal CNN | 0.108 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| Statistical Features (eyes only) | 0.11 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| Statistical Features (eyes only) | 0.11 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| Statistical Features (eyes only) | 0.11 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| Statistical Features (eyes + face) | 0.11 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| Statistical Features (eyes + face) | 0.11 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| Statistical Features (eyes + face) | 0.11 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| GLASS | 0.119 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| GLASS | 0.122 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| GLASS | 0.122 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| GLASS | 0.122 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| GLASS | 0.123 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| GLASS | 0.125 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| GLASS | 0.152 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| GLASS | 0.154 | Not recorded | 69705db1e25ad2fa9d1ed378 |
| GLASS | 0.161 | Not recorded | 69705db1e25ad2fa9d1ed378 |

### Eye-Gaze Temporal CNN

MAE: 0.105. Result ID: 6997ad8e5698665ec403b43b.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"2 seconds"}. This record does not assert independent reproduction.

### Eye-Gaze Temporal CNN

MAE: 0.106. Result ID: 6997ad8e5698665ec403b43c.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"5 seconds"}. This record does not assert independent reproduction.

### Eye-Gaze Temporal CNN

MAE: 0.108. Result ID: 6997ad8e5698665ec403b43d.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"10 seconds"}. This record does not assert independent reproduction.

### Statistical Features (eyes only)

MAE: 0.11. Result ID: 6997ad8e5698665ec403b435.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"2 seconds"}. This record does not assert independent reproduction.

### Statistical Features (eyes only)

MAE: 0.11. Result ID: 6997ad8e5698665ec403b436.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"5 seconds"}. This record does not assert independent reproduction.

### Statistical Features (eyes only)

MAE: 0.11. Result ID: 6997ad8e5698665ec403b437.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"10 seconds"}. This record does not assert independent reproduction.

### Statistical Features (eyes + face)

MAE: 0.11. Result ID: 6997ad8e5698665ec403b438.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"2 seconds"}. This record does not assert independent reproduction.

### Statistical Features (eyes + face)

MAE: 0.11. Result ID: 6997ad8e5698665ec403b439.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"5 seconds"}. This record does not assert independent reproduction.

### Statistical Features (eyes + face)

MAE: 0.11. Result ID: 6997ad8e5698665ec403b43a.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"10 seconds"}. This record does not assert independent reproduction.

### GLASS

MAE: 0.119. Result ID: 6997ad8e5698665ec403b444.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"2 seconds","Pre-training forecasting window":"10 seconds"}. This record does not assert independent reproduction.

### GLASS

MAE: 0.122. Result ID: 6997ad8e5698665ec403b442.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"5 seconds","Pre-training forecasting window":"5 seconds"}. This record does not assert independent reproduction.

### GLASS

MAE: 0.122. Result ID: 6997ad8e5698665ec403b445.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"5 seconds","Pre-training forecasting window":"10 seconds"}. This record does not assert independent reproduction.

### GLASS

MAE: 0.122. Result ID: 6997ad8e5698665ec403b446.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"10 seconds","Pre-training forecasting window":"10 seconds"}. This record does not assert independent reproduction.

### GLASS

MAE: 0.123. Result ID: 6997ad8e5698665ec403b441.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"2 seconds","Pre-training forecasting window":"5 seconds"}. This record does not assert independent reproduction.

### GLASS

MAE: 0.125. Result ID: 6997ad8e5698665ec403b443.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"10 seconds","Pre-training forecasting window":"5 seconds"}. This record does not assert independent reproduction.

### GLASS

MAE: 0.152. Result ID: 6997ad8e5698665ec403b43e.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"2 seconds","Pre-training forecasting window":"2 seconds"}. This record does not assert independent reproduction.

### GLASS

MAE: 0.154. Result ID: 6997ad8e5698665ec403b440.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"10 seconds","Pre-training forecasting window":"2 seconds"}. This record does not assert independent reproduction.

### GLASS

MAE: 0.161. Result ID: 6997ad8e5698665ec403b43f.

[Reporting paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705db1e25ad2fa9d1ed378.md>)

Recorded evaluation configuration: {"Input duration":"5 seconds","Pre-training forecasting window":"2 seconds"}. This record does not assert independent reproduction.

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