# Image Classification on ImageNet-Sketch standard (test)

Source: [Image Classification on ImageNet-Sketch standard (test)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-sketch-standard-test>)

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

Data updated: 2026-02-26T05:29:05.436Z

Evaluation of Image Classification performance on the standard test split of the ImageNet-Sketch dataset.

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-Sketch standard (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-sketch-standard-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MAE-CTaug | 35.8 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CTmin | 28.4 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CTmin | 28.2 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CTmin | 28.1 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CTmin | 27.6 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE | 24.3 | Not recorded | 68fa708e1e209131cea4bc01 |

### MAE-CTaug

Accuracy: 35.8. Result ID: 699135093a6c314849067b85.

[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: {"k":"10","Backbone":"ViT-L/16","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### MAE-CTmin

Accuracy: 28.4. Result ID: 699135093a6c314849067b84.

[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: {"k":"30","Backbone":"ViT-L/16","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### MAE-CTmin

Accuracy: 28.2. Result ID: 699135093a6c314849067b82.

[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: {"k":"10","Backbone":"ViT-L/16","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### MAE-CTmin

Accuracy: 28.1. Result ID: 699135093a6c314849067b83.

[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: {"k":"20","Backbone":"ViT-L/16","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### MAE-CTmin

Accuracy: 27.6. Result ID: 699135093a6c314849067b81.

[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: {"k":"1","Backbone":"ViT-L/16","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### MAE

Accuracy: 24.3. Result ID: 699135093a6c314849067b80.

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

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

Recorded evaluation configuration: {"k":"-","Backbone":"ViT-L/16","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

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