# Semi-supervised Image Classification on ImageNet ILSVRC 2012 (1% labels)

Source: [Semi-supervised Image Classification on ImageNet ILSVRC 2012 (1% labels)](<https://www.sota2.com/research/sota/semi-supervised-image-classification-on-imagenet-ilsvrc-2012-1-percent-labels>)

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

Data updated: 2026-02-26T06:06:45.789Z

Evaluation of Semi-supervised Image Classification performance using the 1% labeled subset of ImageNet ILSVRC 2012, 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 ILSVRC 2012 (1% labels) |
| Metric | Top-1 Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-ilsvrc-2012-1-percent-labels.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-ilsvrc-2012-1-percent-labels.md?metric=Top-5%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| BT | 55 | Not recorded | 68fa77061e209131cea70946 |
| SwAV | 53.9 | Not recorded | 68fa77061e209131cea70946 |
| BYOL | 53.2 | Not recorded | 68fa77061e209131cea70946 |
| SynCo | 50.8 | Not recorded | 68fa77061e209131cea70946 |
| MOCHI (repr.) | 50.4 | Not recorded | 68fa77061e209131cea70946 |
| SimCLR | 48.3 | Not recorded | 68fa77061e209131cea70946 |
| MoCo-v2 (repr.) | 48.2 | Not recorded | 68fa77061e209131cea70946 |
| PIRL | 30.7 | Not recorded | 68fa77061e209131cea70946 |
| Supervised | 25.4 | Not recorded | 68fa77061e209131cea70946 |

### BT

Top-1 Acc: 55. Result ID: 699471fe3a6c3148491d4990.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77061e209131cea70946.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f141e209131ce9e75ab.md>)

[Implementation](<https://github.com/facebookresearch/barlowtwins>)

Recorded evaluation configuration: {"Epochs":1000,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### SwAV

Top-1 Acc: 53.9. Result ID: 699471fe3a6c3148491d4992.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77061e209131cea70946.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1faec.md>)

[Implementation](<https://github.com/facebookresearch/swav>)

Recorded evaluation configuration: {"Epochs":800,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### BYOL

Top-1 Acc: 53.2. Result ID: 699471fe3a6c3148491d4991.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77061e209131cea70946.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b1e9.md>)

[Implementation](<https://github.com/deepmind/deepmind-research/tree/byol>)

Recorded evaluation configuration: {"Epochs":1000,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### SynCo

Top-1 Acc: 50.8. Result ID: 699471fe3a6c3148491d4995.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77061e209131cea70946.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77061e209131cea70946.md>)

[Implementation](<https://github.com/giakoumoglou/synco>)

Recorded evaluation configuration: {"Epochs":800,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### MOCHI (repr.)

Top-1 Acc: 50.4. Result ID: 699471fe3a6c3148491d4994.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77061e209131cea70946.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68e21e209131cea1ef5c.md>)

Recorded evaluation configuration: {"Epochs":800,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### SimCLR

Top-1 Acc: 48.3. Result ID: 699471fe3a6c3148491d498f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77061e209131cea70946.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

[Implementation](<https://github.com/google-research/simclr>)

Recorded evaluation configuration: {"Epochs":1000,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### MoCo-v2 (repr.)

Top-1 Acc: 48.2. Result ID: 699471fe3a6c3148491d4993.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77061e209131cea70946.md>)

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

Recorded evaluation configuration: {"Epochs":800,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### PIRL

Top-1 Acc: 30.7. Result ID: 699471fe3a6c3148491d498e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77061e209131cea70946.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cc1e209131cea12694.md>)

Recorded evaluation configuration: {"Epochs":800,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Supervised

Top-1 Acc: 25.4. Result ID: 699471fe3a6c3148491d498d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77061e209131cea70946.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

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