# Image Classification on ImageNet ESC-19 (val)

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

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

Data updated: 2026-02-26T05:33:59.882Z

Evaluation of Image Classification performance on the validation split of the ImageNet ESC-19 subset, focusing on few-shot learning performance (1-shot, 2-shot, 4-shot).

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 | Image 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/image-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/image-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/image-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 |
| --- | --- | --- | --- |
| Image-Audio Linear | 69.3 | Not recorded | 68fa74a71e209131cea62f9b |
| Image-Only Linear | 68 | Not recorded | 68fa74a71e209131cea62f9b |

### Image-Audio Linear

Accuracy (1-shot): 69.3. Result ID: 699353723a6c31484915335b.

[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":"Image + Audio"}. This record does not assert independent reproduction.

### Image-Only Linear

Accuracy (1-shot): 68. Result ID: 699353723a6c31484915335a.

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

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

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