# Image Classification on Imagenette (top-1 and top-5)

Source: [Image Classification on Imagenette (top-1 and top-5)](<https://www.sota2.com/research/sota/image-classification-on-imagenette-top-1-and-top-5>)

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

Data updated: 2026-04-01T06:53:41.352Z

Evaluation of Image Classification performance on the Imagenette dataset, measured using 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 | Image Classification |
| Dataset (including any stated split) | Imagenette |
| Metric | Top-1 Accuracy |
| 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 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenette-top-1-and-top-5.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MEDiC | 85.96 | Not recorded | 69cca6760636e5bf4afcbab6 |
| CMAE | 77.91 | Not recorded | 69cca6760636e5bf4afcbab6 |
| MaskDistill | 76 | Not recorded | 69cca6760636e5bf4afcbab6 |
| BootMAE | 70.7 | Not recorded | 69cca6760636e5bf4afcbab6 |
| SemMAE | 70.04 | Not recorded | 69cca6760636e5bf4afcbab6 |
| MAE | 54.75 | Not recorded | 69cca6760636e5bf4afcbab6 |
| SimMIM | 51.44 | Not recorded | 69cca6760636e5bf4afcbab6 |
| BEiT | 30.06 | Not recorded | 69cca6760636e5bf4afcbab6 |

### MEDiC

Top-1 Accuracy: 85.96. Result ID: 69ccc0f147f34ce924b5e8e7.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6760636e5bf4afcbab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cca6760636e5bf4afcbab6.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Epochs":"300","Evaluation Protocol":"kNN (frozen)"}. This record does not assert independent reproduction.

### CMAE

Top-1 Accuracy: 77.91. Result ID: 69ccc0f147f34ce924b5e8e3.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6760636e5bf4afcbab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f41e209131cea53c15.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Epochs":"800","Evaluation Protocol":"kNN (frozen)"}. This record does not assert independent reproduction.

### MaskDistill

Top-1 Accuracy: 76. Result ID: 69ccc0f147f34ce924b5e8e6.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6760636e5bf4afcbab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6db91e209131cea3b929.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Epochs":"300","Evaluation Protocol":"kNN (frozen)"}. This record does not assert independent reproduction.

### BootMAE

Top-1 Accuracy: 70.7. Result ID: 69ccc0f147f34ce924b5e8e2.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6760636e5bf4afcbab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d041e209131cea3756e.md>)

[Implementation](<https://github.com/LightDXY/BootMAE>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Epochs":"800","Evaluation Protocol":"kNN (frozen)"}. This record does not assert independent reproduction.

### SemMAE

Top-1 Accuracy: 70.04. Result ID: 69ccc0f147f34ce924b5e8e5.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6760636e5bf4afcbab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d931e209131cea3ac01.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Epochs":"800","Evaluation Protocol":"kNN (frozen)"}. This record does not assert independent reproduction.

### MAE

Top-1 Accuracy: 54.75. Result ID: 69ccc0f147f34ce924b5e8e0.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6760636e5bf4afcbab6.md>)

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

Recorded evaluation configuration: {"Backbone":"ViT-B","Epochs":"800","Evaluation Protocol":"kNN (frozen)"}. This record does not assert independent reproduction.

### SimMIM

Top-1 Accuracy: 51.44. Result ID: 69ccc0f147f34ce924b5e8e4.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6760636e5bf4afcbab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c5b1e209131cea33891.md>)

[Implementation](<https://github.com/microsoft/SimMIM>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Epochs":"400","Evaluation Protocol":"kNN (frozen)"}. This record does not assert independent reproduction.

### BEiT

Top-1 Accuracy: 30.06. Result ID: 69ccc0f147f34ce924b5e8e1.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6760636e5bf4afcbab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea39630.md>)

[Implementation](<https://aka.ms/beit>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Epochs":"800","Evaluation Protocol":"kNN (frozen)"}. This record does not assert independent reproduction.

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