# Image Classification on ImageNet-R wild scenario (online imbalanced label distribution shifts)

Source: [Image Classification on ImageNet-R wild scenario (online imbalanced label distribution shifts)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-r-wild-scenario-online-imbalanced-label-distribution-shifts>)

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

Data updated: 2026-02-26T05:29:28.343Z

Evaluation of Image Classification performance on the ImageNet-R dataset specifically under wild scenario conditions characterized by online imbalanced label distribution shifts.

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 wild scenario (online imbalanced label distribution shifts) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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-wild-scenario-online-imbalanced-label-distribution-shifts.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DeYO | 0.593 | Not recorded | 68fa72801e209131cea56d2d |
| SAR | 0.517 | Not recorded | 68fa72801e209131cea56d2d |
| EATA | 0.51 | Not recorded | 68fa72801e209131cea56d2d |
| Tent | 0.499 | Not recorded | 68fa72801e209131cea56d2d |
| DeYO | 0.47 | Not recorded | 68fa72801e209131cea56d2d |
| No Adapt. | 0.431 | Not recorded | 68fa72801e209131cea56d2d |
| Tent | 0.428 | Not recorded | 68fa72801e209131cea56d2d |
| EATA | 0.428 | Not recorded | 68fa72801e209131cea56d2d |
| SAR | 0.425 | Not recorded | 68fa72801e209131cea56d2d |
| No Adapt. | 0.408 | Not recorded | 68fa72801e209131cea56d2d |

### DeYO

Accuracy: 0.593. Result ID: 69922f423a6c3148490d2414.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Implementation](<https://whitesnowdrop.github.io/DeYO/>)

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

### SAR

Accuracy: 0.517. Result ID: 69922f423a6c3148490d2412.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e77.md>)

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

### EATA

Accuracy: 0.51. Result ID: 69922f423a6c3148490d2410.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca11e209131cea35123.md>)

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

### Tent

Accuracy: 0.499. Result ID: 69922f423a6c3148490d240e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

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

### DeYO

Accuracy: 0.47. Result ID: 69922f423a6c3148490d2413.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Implementation](<https://whitesnowdrop.github.io/DeYO/>)

Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction.

### No Adapt.

Accuracy: 0.431. Result ID: 69922f423a6c3148490d240c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

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

### Tent

Accuracy: 0.428. Result ID: 69922f423a6c3148490d240d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction.

### EATA

Accuracy: 0.428. Result ID: 69922f423a6c3148490d240f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca11e209131cea35123.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction.

### SAR

Accuracy: 0.425. Result ID: 69922f423a6c3148490d2411.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e77.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction.

### No Adapt.

Accuracy: 0.408. Result ID: 69922f423a6c3148490d240b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction.

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