# Image Classification on ImageNet-R (Accuracy, Robust Accuracy)

Source: [Image Classification on ImageNet-R (Accuracy, Robust Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-r-accuracy-robust-accuracy>)

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

Data updated: 2026-02-27T05:59:57.260Z

Evaluation of Image Classification performance on the ImageNet-R dataset, measured using standard Accuracy and Robust Accuracy metrics.

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-R |
| 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-r-accuracy-robust-accuracy.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TPT | 58.9 | Not recorded | 68fa7add1e209131cea8590d |
| MTA | 58.4 | Not recorded | 68fa7add1e209131cea8590d |
| C-TPT | 57.7 | Not recorded | 68fa7add1e209131cea8590d |
| R-TPT | 57.6 | Not recorded | 68fa7add1e209131cea8590d |
| CLIP | 56.1 | Not recorded | 68fa7add1e209131cea8590d |
| Ensemble | 51.3 | Not recorded | 68fa7add1e209131cea8590d |

### TPT

Accuracy: 58.9. Result ID: 69a132c835dfcabb00e50f55.

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

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

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

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

### MTA

Accuracy: 58.4. Result ID: 69a132c835dfcabb00e50f57.

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

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

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

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

### C-TPT

Accuracy: 57.7. Result ID: 69a132c835dfcabb00e50f56.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea58415.md>)

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

### R-TPT

Accuracy: 57.6. Result ID: 69a132c835dfcabb00e50f58.

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

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

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

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

### CLIP

Accuracy: 56.1. Result ID: 69a132c835dfcabb00e50f53.

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

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

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

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

### Ensemble

Accuracy: 51.3. Result ID: 69a132c835dfcabb00e50f54.

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

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

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