# Video Classification on VGGSound ZSL

Source: [Video Classification on VGGSound ZSL](<https://www.sota2.com/research/sota/video-classification-on-vggsound-zsl>)

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

Data updated: 2026-02-27T07:10:54.616Z

Evaluation of Zero-Shot Learning (ZSL) performance for video classification tasks on the VGGSound ZSL dataset variant.

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 | Video Classification |
| Dataset (including any stated split) | VGGSound ZSL |
| Metric | ZSL Score |
| 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

- [ZSL Score](<https://www.sota2.com/research/sota/video-classification-on-vggsound-zsl.md?metric=ZSL%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ZSL Score | Result date | Report paper |
| --- | --- | --- | --- |
| AVCA | 6 | Not recorded | 68fa6c341e209131cea32cb4 |
| DEVISE | 5.59 | Not recorded | 68fa6c341e209131cea32cb4 |
| ALE | 5.48 | Not recorded | 68fa6c341e209131cea32cb4 |
| AVGZSLNet | 5.28 | Not recorded | 68fa6c341e209131cea32cb4 |
| CJME | 5.16 | Not recorded | 68fa6c341e209131cea32cb4 |
| APN | 4.49 | Not recorded | 68fa6c341e209131cea32cb4 |
| SJE | 4.06 | Not recorded | 68fa6c341e209131cea32cb4 |
| f-VAEGAN-D2 | 1.91 | Not recorded | 68fa6c341e209131cea32cb4 |

### AVCA

ZSL Score: 6. Result ID: 69a1437e35dfcabb00e5dedc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32cb4.md>)

[Implementation](<https://github.com/ExplainableML/AVCA-GZSL>)

Recorded evaluation configuration: {"Method type":"Audio-visual ZSL"}. This record does not assert independent reproduction.

### DEVISE

ZSL Score: 5.59. Result ID: 69a1437e35dfcabb00e5ded7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32cb4.md>)

Recorded evaluation configuration: {"Method type":"ZSL"}. This record does not assert independent reproduction.

### ALE

ZSL Score: 5.48. Result ID: 69a1437e35dfcabb00e5ded5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

[Implementation](<https://code.google.com/p/word2vec/>)

Recorded evaluation configuration: {"Method type":"ZSL"}. This record does not assert independent reproduction.

### AVGZSLNet

ZSL Score: 5.28. Result ID: 69a1437e35dfcabb00e5dedb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c11e209131cea1e112.md>)

[Implementation](<https://github.com/krantiparida/AudioSetZSL>)

Recorded evaluation configuration: {"Method type":"Audio-visual ZSL"}. This record does not assert independent reproduction.

### CJME

ZSL Score: 5.16. Result ID: 69a1437e35dfcabb00e5deda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66931e209131cea1106d.md>)

[Implementation](<https://www.cse.iitk.ac.in/users/kranti/avzsl.html>)

Recorded evaluation configuration: {"Method type":"Audio-visual ZSL"}. This record does not assert independent reproduction.

### APN

ZSL Score: 4.49. Result ID: 69a1437e35dfcabb00e5ded8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24ee0.md>)

Recorded evaluation configuration: {"Method type":"ZSL"}. This record does not assert independent reproduction.

### SJE

ZSL Score: 4.06. Result ID: 69a1437e35dfcabb00e5ded6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62641e209131ce9f90f8.md>)

Recorded evaluation configuration: {"Method type":"ZSL"}. This record does not assert independent reproduction.

### f-VAEGAN-D2

ZSL Score: 1.91. Result ID: 69a1437e35dfcabb00e5ded9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32cb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacd.md>)

Recorded evaluation configuration: {"Method type":"ZSL"}. This record does not assert independent reproduction.

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