# Active Speaker Detection on VPCD Friends (25 episodes)

Source: [Active Speaker Detection on VPCD Friends (25 episodes)](<https://www.sota2.com/research/sota/active-speaker-detection-on-vpcd-friends-25-episodes>)

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

Data updated: 2026-02-26T06:09:48.430Z

Evaluation of Active Speaker Detection performance on the VPCD Friends dataset, specifically using the 25 episodes subset.

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 | Active Speaker Detection |
| Dataset (including any stated split) | VPCD Friends (25 episodes) |
| Metric | mAP (%) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [mAP (%)](<https://www.sota2.com/research/sota/active-speaker-detection-on-vpcd-friends-25-episodes.md?metric=mAP%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP (%) | Result date | Report paper |
| --- | --- | --- | --- |
| Late-fusion | 87.54 | Not recorded | 68fa6e231e209131cea3e193 |
| TalkNet | 85.42 | Not recorded | 68fa6e231e209131cea3e193 |
| GSCMIA | 84.13 | Not recorded | 68fa6e231e209131cea3e193 |
| SCMIA | 81.45 | Not recorded | 68fa6e231e209131cea3e193 |

### Late-fusion

mAP (%): 87.54. Result ID: 699011373a6c314849fde3e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e193.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e193.md>)

[Implementation](<https://github.com/usc-sail/SCMIA-unsupervised-ASD.git>)

Recorded evaluation configuration: {"Components":"GSCMIA and TalkNet"}. This record does not assert independent reproduction.

### TalkNet

mAP (%): 85.42. Result ID: 699011373a6c314849fde3df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e193.md>)

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

### GSCMIA

mAP (%): 84.13. Result ID: 699011373a6c314849fde3e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e193.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e193.md>)

[Implementation](<https://github.com/usc-sail/SCMIA-unsupervised-ASD.git>)

Recorded evaluation configuration: {"Guidance":"TalkNet"}. This record does not assert independent reproduction.

### SCMIA

mAP (%): 81.45. Result ID: 699011373a6c314849fde3de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e193.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e193.md>)

[Implementation](<https://github.com/usc-sail/SCMIA-unsupervised-ASD.git>)

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

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