# Image Classification on ImageNet-S (Clean and Adversarial Accuracy)

Source: [Image Classification on ImageNet-S (Clean and Adversarial Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-s-clean-and-adversarial-accuracy>)

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

Data updated: 2026-05-20T09:34:19.430Z

Evaluation of Image Classification performance on the ImageNet-S dataset, reporting both standard clean accuracy and accuracy under adversarial conditions.

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-S |
| Metric | Clean Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Clean Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-s-clean-and-adversarial-accuracy.md?metric=Clean%20Accuracy>): Higher is better; unit: PERCENT.

- [Adversarial Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-s-clean-and-adversarial-accuracy.md?metric=Adversarial%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Clean Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MTA | 35.2 | Not recorded | 6a0d4031f984739ed673796d |
| A-TPT | 34.4 | Not recorded | 6a0d4031f984739ed673796d |
| R-TPT | 34 | Not recorded | 6a0d4031f984739ed673796d |
| CLIP | 33.3 | Not recorded | 6a0d4031f984739ed673796d |
| TPT-Ensemble | 29.5 | Not recorded | 6a0d4031f984739ed673796d |

### MTA

Clean Accuracy: 35.2. Result ID: 6a0d7edefbc373592c05dc8f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4031f984739ed673796d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73191e209131cea5a896.md>)

[Implementation](<https://github.com/MaxZanella/MTA>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### A-TPT

Clean Accuracy: 34.4. Result ID: 6a0d7edefbc373592c05dc91.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4031f984739ed673796d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d4031f984739ed673796d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### R-TPT

Clean Accuracy: 34. Result ID: 6a0d7edefbc373592c05dc90.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4031f984739ed673796d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7add1e209131cea8590d.md>)

[Implementation](<https://github.com/TomSheng21/R-TPT>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### CLIP

Clean Accuracy: 33.3. Result ID: 6a0d7edefbc373592c05dc8d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4031f984739ed673796d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### TPT-Ensemble

Clean Accuracy: 29.5. Result ID: 6a0d7edefbc373592c05dc8e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4031f984739ed673796d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea399f9.md>)

[Implementation](<https://tinyurl.com/yr3zmhma>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

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