# Event Classification on AudioSet and VGGSound (test)

Source: [Event Classification on AudioSet and VGGSound (test)](<https://www.sota2.com/research/sota/event-classification-on-audioset-and-vggsound-test>)

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

Data updated: 2026-02-26T06:09:25.359Z

Evaluation of Event Classification performance across the test splits of both the AudioSet and VGGSound datasets, typically 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 | Event Classification |
| Dataset (including any stated split) | AudioSet and VGGSound (test) |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/event-classification-on-audioset-and-vggsound-test.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| MM student (sup) | 43.4 | Not recorded | 68fa6b2c1e209131cea2c8af |
| MM student (ours) | 42.7 | Not recorded | 68fa6b2c1e209131cea2c8af |
| MM student (no reg) | 42.1 | Not recorded | 68fa6b2c1e209131cea2c8af |
| NOISY student | 41.1 | Not recorded | 68fa6b2c1e209131cea2c8af |
| UM student | 40.6 | Not recorded | 68fa6b2c1e209131cea2c8af |
| CMKD | 37.2 | Not recorded | 68fa6b2c1e209131cea2c8af |
| Owens et al. | 37.1 | Not recorded | 68fa6b2c1e209131cea2c8af |
| UM teacher | 34.5 | Not recorded | 68fa6b2c1e209131cea2c8af |

### MM student (sup)

mAP: 43.4. Result ID: 698e660bffc3901de09d41c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8af.md>)

[Implementation](<https://github.com/zihuixue/MKE>)

Recorded evaluation configuration: {"Modality":"audio and video (a, v)","Train data Dl":false,"Train data Du":"Supervised (\*)"}. This record does not assert independent reproduction.

### MM student (ours)

mAP: 42.7. Result ID: 698e660bffc3901de09d41c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8af.md>)

[Implementation](<https://github.com/zihuixue/MKE>)

Recorded evaluation configuration: {"Modality":"audio and video (a, v)","Train data Dl":false,"Train data Du":true}. This record does not assert independent reproduction.

### MM student (no reg)

mAP: 42.1. Result ID: 698e660bffc3901de09d41c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8af.md>)

[Implementation](<https://github.com/zihuixue/MKE>)

Recorded evaluation configuration: {"Modality":"audio and video (a, v)","Train data Dl":false,"Train data Du":true}. This record does not assert independent reproduction.

### NOISY student

mAP: 41.1. Result ID: 698e660bffc3901de09d41be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67cc1e209131cea187d2.md>)

[Implementation](<https://github.com/google-research/noisystudent>)

Recorded evaluation configuration: {"Modality":"audio (a)","Train data Dl":false,"Train data Du":true}. This record does not assert independent reproduction.

### UM student

mAP: 40.6. Result ID: 698e660bffc3901de09d41bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8af.md>)

Recorded evaluation configuration: {"Modality":"audio (a)","Train data Dl":false,"Train data Du":true}. This record does not assert independent reproduction.

### CMKD

mAP: 37.2. Result ID: 698e660bffc3901de09d41c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67551e209131cea15944.md>)

Recorded evaluation configuration: {"Modality":"audio and video (a, v)","Train data Dl":false,"Train data Du":true}. This record does not assert independent reproduction.

### Owens et al.

mAP: 37.1. Result ID: 698e660bffc3901de09d41bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62fe1e209131ce9fc110.md>)

Recorded evaluation configuration: {"Modality":"audio and video (a, v)","Train data Dl":false,"Train data Du":true}. This record does not assert independent reproduction.

### UM teacher

mAP: 34.5. Result ID: 698e660bffc3901de09d41bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8af.md>)

Recorded evaluation configuration: {"Modality":"audio (a)","Train data Dl":true,"Train data Du":false}. This record does not assert independent reproduction.

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