# Image Classification on aYahoo

Source: [Image Classification on aYahoo](<https://www.sota2.com/research/sota/image-classification-on-ayahoo>)

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

Data updated: 2026-02-26T05:27:49.652Z

Evaluation of Image Classification performance on the aYahoo dataset, typically measured by accuracy.

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) | aYahoo |
| Metric | Accuracy |
| 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](<https://www.sota2.com/research/sota/image-classification-on-ayahoo.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CLIP | 98.4 | Not recorded | 68fa69581e209131cea21ad0 |
| Visual N-Grams | 72.4 | Not recorded | 68fa69581e209131cea21ad0 |

### CLIP

Accuracy: 98.4. Result ID: 698da5578b517eb43322de15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### Visual N-Grams

Accuracy: 72.4. Result ID: 698da5578b517eb43322de14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff783.md>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

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