# Action Classification on SoccerNet (test)

Source: [Action Classification on SoccerNet (test)](<https://www.sota2.com/research/sota/action-classification-on-soccernet-test>)

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

Data updated: 2026-02-26T06:09:23.983Z

Evaluation of Action Classification performance on the test split of the SoccerNet dataset, measured using mAP.

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 | Action Classification |
| Dataset (including any stated split) | SoccerNet (test) |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/action-classification-on-soccernet-test.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| Audio + Video NetVLAD | 75.2 | Not recorded | 68fa68bd1e209131cea1df15 |
| Audio + Video NetVLAD | 75 | Not recorded | 68fa68bd1e209131cea1df15 |
| Video-based NetVLAD baseline | 67.5 | Not recorded | 68fa68bd1e209131cea1df15 |
| Video-based NetVLAD baseline | 56.6 | Not recorded | 68fa68bd1e209131cea1df15 |
| Audio-based NetVLAD baseline | 46.8 | Not recorded | 68fa68bd1e209131cea1df15 |
| Audio-based NetVLAD baseline | 35.9 | Not recorded | 68fa68bd1e209131cea1df15 |

### Audio + Video NetVLAD

mAP: 75.2. Result ID: 698d81938b517eb433220700.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df15.md>)

[Implementation](<https://github.com/DTaoo/VGGish>)

Recorded evaluation configuration: {"Modality":"Audio + Video","Video chunk duration (T)":"60 sec.","Pooling layer":"NetVLAD","Number of clusters (k)":"512"}. This record does not assert independent reproduction.

### Audio + Video NetVLAD

mAP: 75. Result ID: 698d81938b517eb433220701.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df15.md>)

[Implementation](<https://github.com/DTaoo/VGGish>)

Recorded evaluation configuration: {"Modality":"Audio + Video","Video chunk duration (T)":"20 sec.","Pooling layer":"NetVLAD","Number of clusters (k)":"512"}. This record does not assert independent reproduction.

### Video-based NetVLAD baseline

mAP: 67.5. Result ID: 698d81938b517eb4332206fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aa33.md>)

Recorded evaluation configuration: {"Modality":"Video","Video chunk duration (T)":"60 sec.","Pooling layer":"NetVLAD","Number of clusters (k)":"512"}. This record does not assert independent reproduction.

### Video-based NetVLAD baseline

mAP: 56.6. Result ID: 698d81938b517eb4332206fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aa33.md>)

Recorded evaluation configuration: {"Modality":"Video","Video chunk duration (T)":"20 sec.","Pooling layer":"NetVLAD","Number of clusters (k)":"512"}. This record does not assert independent reproduction.

### Audio-based NetVLAD baseline

mAP: 46.8. Result ID: 698d81938b517eb4332206fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aa33.md>)

Recorded evaluation configuration: {"Modality":"Audio","Video chunk duration (T)":"60 sec.","Pooling layer":"NetVLAD","Number of clusters (k)":"512"}. This record does not assert independent reproduction.

### Audio-based NetVLAD baseline

mAP: 35.9. Result ID: 698d81938b517eb4332206ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1df15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aa33.md>)

Recorded evaluation configuration: {"Modality":"Audio","Video chunk duration (T)":"20 sec.","Pooling layer":"NetVLAD","Number of clusters (k)":"512"}. This record does not assert independent reproduction.

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