# Image Classification on ImageNet ESC-27 (val)

Source: [Image Classification on ImageNet ESC-27 (val)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-esc-27-val>)

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

Data updated: 2026-02-26T05:21:24.352Z

Evaluation of Image Classification performance on the validation split of the ImageNet ESC-27 dataset, reporting few-shot accuracy (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-27 (val) |
| Metric | 1-shot Acc |
| 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

- [1-shot Acc](<https://www.sota2.com/research/sota/image-classification-on-imagenet-esc-27-val.md?metric=1-shot%20Acc>): Higher is better; unit: PERCENT.

- [2-shot Acc](<https://www.sota2.com/research/sota/image-classification-on-imagenet-esc-27-val.md?metric=2-shot%20Acc>): Higher is better; unit: PERCENT.

- [4-shot Acc](<https://www.sota2.com/research/sota/image-classification-on-imagenet-esc-27-val.md?metric=4-shot%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | 1-shot Acc | Result date | Report paper |
| --- | --- | --- | --- |
| Image-Audio Linear | 60.9 | Not recorded | 68fa74a71e209131cea62f9b |
| Image-Only Linear | 60.1 | Not recorded | 68fa74a71e209131cea62f9b |

### Image-Audio Linear

1-shot Acc: 60.9. Result ID: 699353723a6c31484915335d.

[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

1-shot Acc: 60.1. Result ID: 699353723a6c31484915335c.

[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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