# Image Classification on ImageNet-Superclass (val)

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

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

Data updated: 2026-02-26T05:29:26.893Z

Evaluation of Image Classification performance on the validation split of the ImageNet-Superclass subset, 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) | ImageNet-Superclass (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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-imagenet-superclass-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Any-shift Prompting | 71.12 | Not recorded | 68fa72351e209131cea54ecc |
| CoCoOp | 69.77 | Not recorded | 68fa72351e209131cea54ecc |
| CoOp | 69.35 | Not recorded | 68fa72351e209131cea54ecc |
| CLIP | 69.23 | Not recorded | 68fa72351e209131cea54ecc |

### Any-shift Prompting

Accuracy: 71.12. Result ID: 6992247b3a6c3148490ce1a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72351e209131cea54ecc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72351e209131cea54ecc.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CoCoOp

Accuracy: 69.77. Result ID: 6992247b3a6c3148490ce1a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72351e209131cea54ecc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea1167d.md>)

[Implementation](<https://github.com/HaohanWang/PAR>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CoOp

Accuracy: 69.35. Result ID: 6992247b3a6c3148490ce1a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72351e209131cea54ecc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLIP

Accuracy: 69.23. Result ID: 6992247b3a6c3148490ce1a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72351e209131cea54ecc.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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