# Generalized Zero-Shot Retrieval (Text-to-Video) on AudioSet ZSL (test)

Source: [Generalized Zero-Shot Retrieval (Text-to-Video) on AudioSet ZSL (test)](<https://www.sota2.com/research/sota/generalized-zero-shot-retrieval-text-to-video-on-audioset-zsl-test>)

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

Data updated: 2026-02-26T06:09:52.822Z

Evaluation of Generalized Zero-Shot Retrieval (Text-to-Video) performance on the test split of the AudioSet ZSL dataset, measured using mAP (S), mAP (U), and mAP (HM) metrics.

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 | Generalized Zero-Shot Retrieval (Text-to-Video) |
| Dataset (including any stated split) | AudioSet ZSL (test) |
| Metric | mAP (S) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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 (S)](<https://www.sota2.com/research/sota/generalized-zero-shot-retrieval-text-to-video-on-audioset-zsl-test.md?metric=mAP%20(S)>): Higher is better; unit: PERCENT.

- [mAP (U)](<https://www.sota2.com/research/sota/generalized-zero-shot-retrieval-text-to-video-on-audioset-zsl-test.md?metric=mAP%20(U)>): Higher is better; unit: PERCENT.

- [mAP (HM)](<https://www.sota2.com/research/sota/generalized-zero-shot-retrieval-text-to-video-on-audioset-zsl-test.md?metric=mAP%20(HM)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP (S) | Result date | Report paper |
| --- | --- | --- | --- |
| AVGZSLNet | 62.2 | Not recorded | 68fa68c11e209131cea1e112 |
| CJME | 59.39 | Not recorded | 68fa68c11e209131cea1e112 |
| GCCA | 57.67 | Not recorded | 68fa68c11e209131cea1e112 |
| video only model | 48.62 | Not recorded | 68fa68c11e209131cea1e112 |
| pre-trained model | 3.83 | Not recorded | 68fa68c11e209131cea1e112 |

### AVGZSLNet

mAP (S): 62.2. Result ID: 698d82e18b517eb433220cdc.

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

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

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

Recorded evaluation configuration: {"Test":"T -\> V"}. This record does not assert independent reproduction.

### CJME

mAP (S): 59.39. Result ID: 698d82e18b517eb433220cdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68c11e209131cea1e112.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: {"Test":"T -\> V"}. This record does not assert independent reproduction.

### GCCA

mAP (S): 57.67. Result ID: 698d82e18b517eb433220cd9.

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

Recorded evaluation configuration: {"Test":"T -\> V"}. This record does not assert independent reproduction.

### video only model

mAP (S): 48.62. Result ID: 698d82e18b517eb433220cda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68c11e209131cea1e112.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: {"Test":"T -\> V"}. This record does not assert independent reproduction.

### pre-trained model

mAP (S): 3.83. Result ID: 698d82e18b517eb433220cd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68c11e209131cea1e112.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: {"Test":"T -\> V"}. This record does not assert independent reproduction.

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