# Semi-supervised Image Classification on ImageNet 1% (val)

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

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

Data updated: 2026-02-26T06:06:38.654Z

Evaluation of Semi-supervised Image Classification performance using the validation split of the ImageNet 1% labeled subset, measured by Top-1 and Top-5 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 | Semi-supervised Image Classification |
| Dataset (including any stated split) | ImageNet 1% (val) |
| Metric | Top-1 Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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 Acc](<https://www.sota2.com/research/sota/semi-supervised-image-classification-on-imagenet-1-percent-val.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| DATA (7G~8G) | 49.5 | Not recorded | 68fa6c1b1e209131cea32412 |
| DATA (6G~7G) | 49.3 | Not recorded | 68fa6c1b1e209131cea32412 |
| DATA (5G~6G) | 49 | Not recorded | 68fa6c1b1e209131cea32412 |
| DATA (4G~5G) | 47.8 | Not recorded | 68fa6c1b1e209131cea32412 |
| DATA (3G~4G) | 47.5 | Not recorded | 68fa6c1b1e209131cea32412 |
| DATA (2G~3G) | 46.5 | Not recorded | 68fa6c1b1e209131cea32412 |
| DATA (1G~2G) | 45.8 | Not recorded | 68fa6c1b1e209131cea32412 |
| ResNet-50 | 39.8 | Not recorded | 68fa6c1b1e209131cea32412 |

### DATA (7G~8G)

Top-1 Acc: 49.5. Result ID: 698ed988ffc3901de0a21a31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Implementation](<https://github.com/GAIA-vision/GAIA-ssl>)

Recorded evaluation configuration: {"Params":"45.2M","Fine-tuning epochs":"20"}. This record does not assert independent reproduction.

### DATA (6G~7G)

Top-1 Acc: 49.3. Result ID: 698ed988ffc3901de0a21a30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Implementation](<https://github.com/GAIA-vision/GAIA-ssl>)

Recorded evaluation configuration: {"Params":"45.4M","Fine-tuning epochs":"20"}. This record does not assert independent reproduction.

### DATA (5G~6G)

Top-1 Acc: 49. Result ID: 698ed988ffc3901de0a21a2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Implementation](<https://github.com/GAIA-vision/GAIA-ssl>)

Recorded evaluation configuration: {"Params":"43.4M","Fine-tuning epochs":"20"}. This record does not assert independent reproduction.

### DATA (4G~5G)

Top-1 Acc: 47.8. Result ID: 698ed988ffc3901de0a21a2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Implementation](<https://github.com/GAIA-vision/GAIA-ssl>)

Recorded evaluation configuration: {"Params":"37.0M","Fine-tuning epochs":"20"}. This record does not assert independent reproduction.

### DATA (3G~4G)

Top-1 Acc: 47.5. Result ID: 698ed988ffc3901de0a21a2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Implementation](<https://github.com/GAIA-vision/GAIA-ssl>)

Recorded evaluation configuration: {"Params":"33.5M","Fine-tuning epochs":"20"}. This record does not assert independent reproduction.

### DATA (2G~3G)

Top-1 Acc: 46.5. Result ID: 698ed988ffc3901de0a21a2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Implementation](<https://github.com/GAIA-vision/GAIA-ssl>)

Recorded evaluation configuration: {"Params":"19.5M","Fine-tuning epochs":"20"}. This record does not assert independent reproduction.

### DATA (1G~2G)

Top-1 Acc: 45.8. Result ID: 698ed988ffc3901de0a21a2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Implementation](<https://github.com/GAIA-vision/GAIA-ssl>)

Recorded evaluation configuration: {"Params":"14.7M","Fine-tuning epochs":"20"}. This record does not assert independent reproduction.

### ResNet-50

Top-1 Acc: 39.8. Result ID: 698ed988ffc3901de0a21a2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea32412.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67371e209131cea14e30.md>)

Recorded evaluation configuration: {"Params":"25.5M","Pre-training":"MoCo v2","Fine-tuning epochs":"20"}. This record does not assert independent reproduction.

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