# Image Classification on ImageNet OOD Variants (A, R, Sketch, C)

Source: [Image Classification on ImageNet OOD Variants (A, R, Sketch, C)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-ood-variants-a-r-sketch-c>)

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

Data updated: 2026-03-11T09:38:51.831Z

Evaluation of Image Classification performance across the specific ImageNet Out-of-Distribution variants: ImageNet-A, ImageNet-R, ImageNet-Sketch, and ImageNet-C.

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 Out-of-Distribution Variants (ImageNet-A, ImageNet-R, ImageNet-Sketch, ImageNet-C) |
| Metric | Accuracy (ImageNet-A) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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 (ImageNet-A)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-ood-variants-a-r-sketch-c.md?metric=Accuracy%20(ImageNet-A)>): Higher is better; unit: PERCENT.

- [Accuracy (ImageNet-R)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-ood-variants-a-r-sketch-c.md?metric=Accuracy%20(ImageNet-R)>): Higher is better; unit: PERCENT.

- [Accuracy (ImageNet-Sketch)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-ood-variants-a-r-sketch-c.md?metric=Accuracy%20(ImageNet-Sketch)>): Higher is better; unit: PERCENT.

- [Accuracy (ImageNet-C)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-ood-variants-a-r-sketch-c.md?metric=Accuracy%20(ImageNet-C)>): Higher is better; unit: PERCENT.

- [Overall Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-ood-variants-a-r-sketch-c.md?metric=Overall%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (ImageNet-A) | Result date | Report paper |
| --- | --- | --- | --- |
| MAE | 35.9 | Not recorded | 69b0f7192d603e6de3e45e5c |
| C2FMAE | 35.2 | Not recorded | 69b0f7192d603e6de3e45e5c |
| MultiMAE | 33.2 | Not recorded | 69b0f7192d603e6de3e45e5c |
| MFM | 32.7 | Not recorded | 69b0f7192d603e6de3e45e5c |

### MAE

Accuracy (ImageNet-A): 35.9. Result ID: 69b138216dbb7075b95bff19.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7192d603e6de3e45e5c.md>)

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

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

### C2FMAE

Accuracy (ImageNet-A): 35.2. Result ID: 69b138216dbb7075b95bff1c.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7192d603e6de3e45e5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f7192d603e6de3e45e5c.md>)

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

### MultiMAE

Accuracy (ImageNet-A): 33.2. Result ID: 69b138216dbb7075b95bff1b.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7192d603e6de3e45e5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c291e209131cea32710.md>)

[Implementation](<https://multimae.epfl.ch/>)

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

### MFM

Accuracy (ImageNet-A): 32.7. Result ID: 69b138216dbb7075b95bff1a.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7192d603e6de3e45e5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f211e209131cea43e38.md>)

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

Page 1 of 1. This is an index page, not the full collection.