# Image Classification on ImageNet (1% labels)

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

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

Data updated: 2026-02-26T06:07:18.469Z

Evaluation of Image Classification performance using the 1% labeled subset of ImageNet, measured using Top-1 and Top-5 error rates.

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) |
| Metric | Top-1 Error |
| Unit | PERCENT |
| Direction | Lower 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

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

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

## Recorded results

| Method | Top-1 Error | Result date | Report paper |
| --- | --- | --- | --- |
| SimMatch + EPASS | 31.39 | Not recorded | 68fa70f11e209131cea4e324 |
| CoMatch + EPASS | 32.64 | Not recorded | 68fa70f11e209131cea4e324 |
| SimMatch | 32.8 | Not recorded | 68fa70f11e209131cea4e324 |
| CoMatch | 34 | Not recorded | 68fa70f11e209131cea4e324 |

### SimMatch + EPASS

Top-1 Error: 31.39. Result ID: 699165203a6c31484907da60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Implementation](<https://github.com/beandkay/EPASS>)

Recorded evaluation configuration: {"with\_EPASS":true}. This record does not assert independent reproduction.

### CoMatch + EPASS

Top-1 Error: 32.64. Result ID: 699165203a6c31484907da5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Implementation](<https://github.com/beandkay/EPASS>)

Recorded evaluation configuration: {"with\_EPASS":true}. This record does not assert independent reproduction.

### SimMatch

Top-1 Error: 32.8. Result ID: 699165203a6c31484907da5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31a70.md>)

[Implementation](<https://github.com/KyleZheng1997/simmatch>)

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

### CoMatch

Top-1 Error: 34. Result ID: 699165203a6c31484907da5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69751e209131cea2238f.md>)

[Implementation](<https://github.com/salesforce/CoMatch/>)

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

Page 1 of 1. This is an index page, not the full collection.