# Image Classification on ImageNet1K error-free labels (test)

Source: [Image Classification on ImageNet1K error-free labels (test)](<https://www.sota2.com/research/sota/image-classification-on-imagenet1k-error-free-labels-test>)

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

Data updated: 2026-02-26T06:06:59.517Z

Evaluation of Image Classification performance on the test split of ImageNet-1K, using only samples confirmed to have error-free labels, measured by Top-1 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) | ImageNet1K error-free labels (test) |
| Metric | Top-1 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet1k-error-free-labels-test.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CyCLIP | 22.5 | Not recorded | 68fa6dc51e209131cea3c046 |
| CLIP | 20.2 | Not recorded | 68fa6dc51e209131cea3c046 |

### CyCLIP

Top-1 Accuracy: 22.5. Result ID: 698fe7423a6c314849fcae21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c046.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c046.md>)

[Implementation](<https://github.com/goel-shashank/CyCLIP>)

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

### CLIP

Top-1 Accuracy: 20.2. Result ID: 698fe7423a6c314849fcae20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c046.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.

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