# Image Classification on ImageNet 1% labels (test)

Source: [Image Classification on ImageNet 1% labels (test)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1-percent-labels-test>)

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

Data updated: 2026-02-26T06:06:58.879Z

Evaluation of Image Classification performance using the test split of the ImageNet 1% labels subset.

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 1% 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-imagenet-1-percent-labels-test.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-5 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1-percent-labels-test.md?metric=Top-5%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FixMatch+CR | 57.77 | Not recorded | 68fa6cb61e209131cea3575c |
| FixMatch | 51.29 | Not recorded | 68fa6cb61e209131cea3575c |

### FixMatch+CR

Top-1 Accuracy: 57.77. Result ID: 698f32df3a6c314849f6e697.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb61e209131cea3575c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb61e209131cea3575c.md>)

Recorded evaluation configuration: {"number of labels":"1%","backbone":"ResNet-50"}. This record does not assert independent reproduction.

### FixMatch

Top-1 Accuracy: 51.29. Result ID: 698f32df3a6c314849f6e696.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb61e209131cea3575c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: {"number of labels":"1%","backbone":"ResNet-50"}. This record does not assert independent reproduction.

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