# Audio Classification on ImageNet ESC-19 (val)

Source: [Audio Classification on ImageNet ESC-19 (val)](<https://www.sota2.com/research/sota/audio-classification-on-imagenet-esc-19-val>)

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

Data updated: 2026-02-26T05:33:59.900Z

Evaluation of few-shot audio classification performance (1-shot, 2-shot, 4-shot) on the validation split of the ImageNet ESC-19 dataset.

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 | Audio Classification |
| Dataset (including any stated split) | ImageNet ESC-19 (val) |
| Metric | Accuracy (1-shot) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Accuracy (1-shot)](<https://www.sota2.com/research/sota/audio-classification-on-imagenet-esc-19-val.md?metric=Accuracy%20(1-shot)>): Higher is better; unit: PERCENT.

- [Accuracy (2-shot)](<https://www.sota2.com/research/sota/audio-classification-on-imagenet-esc-19-val.md?metric=Accuracy%20(2-shot)>): Higher is better; unit: PERCENT.

- [Accuracy (4-shot)](<https://www.sota2.com/research/sota/audio-classification-on-imagenet-esc-19-val.md?metric=Accuracy%20(4-shot)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (1-shot) | Result date | Report paper |
| --- | --- | --- | --- |
| Audio-Image Linear | 35.7 | Not recorded | 68fa74a71e209131cea62f9b |
| Audio-Only Linear | 31.2 | Not recorded | 68fa74a71e209131cea62f9b |

### Audio-Image Linear

Accuracy (1-shot): 35.7. Result ID: 699353723a6c31484915335f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a71e209131cea62f9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a71e209131cea62f9b.md>)

Recorded evaluation configuration: {"Modality":"Audio + Image"}. This record does not assert independent reproduction.

### Audio-Only Linear

Accuracy (1-shot): 31.2. Result ID: 699353723a6c31484915335e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a71e209131cea62f9b.md>)

Recorded evaluation configuration: {"Modality":"Audio-Only"}. This record does not assert independent reproduction.

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