# Image Classification on ImageNet 10% (train)

Source: [Image Classification on ImageNet 10% (train)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-10-percent-train>)

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

Data updated: 2026-02-26T05:29:05.567Z

Evaluation of Image Classification performance using the 10% training subset of the ImageNet dataset, measured by 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) | ImageNet 10% (train) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-10-percent-train.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MAE-CTmin | 81.2 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CTaug | 81 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE | 80.8 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CTaug | 80.4 | Not recorded | 68fa708e1e209131cea4bc01 |
| Layer Grafting | 80.1 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CTmin | 79.7 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE | 79.3 | Not recorded | 68fa708e1e209131cea4bc01 |
| iBOT | 79 | Not recorded | 68fa708e1e209131cea4bc01 |
| Layer Grafting | 77.8 | Not recorded | 68fa708e1e209131cea4bc01 |
| iBOT | 77.4 | Not recorded | 68fa708e1e209131cea4bc01 |
| MSN | 75.5 | Not recorded | 68fa708e1e209131cea4bc01 |
| MoCo v3 | 74.7 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CTaug | 74.6 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE | 73.4 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CTmin | 73.3 | Not recorded | 68fa708e1e209131cea4bc01 |
| MSN | 71.4 | Not recorded | 68fa708e1e209131cea4bc01 |

### MAE-CTmin

Accuracy: 81.2. Result ID: 699135093a6c314849067c26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-H/16"}. This record does not assert independent reproduction.

### MAE-CTaug

Accuracy: 81. Result ID: 699135093a6c314849067c27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-H/16"}. This record does not assert independent reproduction.

### MAE

Accuracy: 80.8. Result ID: 699135093a6c314849067c25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Architecture":"ViT-H/16"}. This record does not assert independent reproduction.

### MAE-CTaug

Accuracy: 80.4. Result ID: 699135093a6c314849067c24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-L/16"}. This record does not assert independent reproduction.

### Layer Grafting

Accuracy: 80.1. Result ID: 699135093a6c314849067c22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41732.md>)

Recorded evaluation configuration: {"Architecture":"ViT-L/16"}. This record does not assert independent reproduction.

### MAE-CTmin

Accuracy: 79.7. Result ID: 699135093a6c314849067c23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-L/16"}. This record does not assert independent reproduction.

### MAE

Accuracy: 79.3. Result ID: 699135093a6c314849067c1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Architecture":"ViT-L/16"}. This record does not assert independent reproduction.

### iBOT

Accuracy: 79. Result ID: 699135093a6c314849067c21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

Recorded evaluation configuration: {"Architecture":"ViT-L/16"}. This record does not assert independent reproduction.

### Layer Grafting

Accuracy: 77.8. Result ID: 699135093a6c314849067c1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41732.md>)

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### iBOT

Accuracy: 77.4. Result ID: 699135093a6c314849067c1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### MSN

Accuracy: 75.5. Result ID: 699135093a6c314849067c1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea33793.md>)

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

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### MoCo v3

Accuracy: 74.7. Result ID: 699135093a6c314849067c19.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea2903d.md>)

[Implementation](<https://github.com/facebookresearch/moco-v3>)

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### MAE-CTaug

Accuracy: 74.6. Result ID: 699135093a6c314849067c1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### MAE

Accuracy: 73.4. Result ID: 699135093a6c314849067c18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### MAE-CTmin

Accuracy: 73.3. Result ID: 699135093a6c314849067c1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### MSN

Accuracy: 71.4. Result ID: 699135093a6c314849067c20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea33793.md>)

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

Recorded evaluation configuration: {"Architecture":"ViT-L/16"}. This record does not assert independent reproduction.

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