# Image Classification on Visda online imbalanced label distribution shifts 2021

Source: [Image Classification on Visda online imbalanced label distribution shifts 2021](<https://www.sota2.com/research/sota/image-classification-on-visda-online-imbalanced-label-distribution-shifts-2021>)

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

Data updated: 2026-02-26T05:29:28.290Z

Evaluation of Image Classification performance on the Visda online imbalanced label distribution shifts 2021 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) | Visda online imbalanced label distribution shifts 2021 |
| 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-visda-online-imbalanced-label-distribution-shifts-2021.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DeYO | 57.3 | Not recorded | 68fa72801e209131cea56d2d |
| EATA | 51.1 | Not recorded | 68fa72801e209131cea56d2d |
| SAR | 50.4 | Not recorded | 68fa72801e209131cea56d2d |
| Tent | 50.2 | Not recorded | 68fa72801e209131cea56d2d |
| DeYO | 44.9 | Not recorded | 68fa72801e209131cea56d2d |
| No Adapt. | 44.3 | Not recorded | 68fa72801e209131cea56d2d |
| Tent | 43.8 | Not recorded | 68fa72801e209131cea56d2d |
| SAR | 43.7 | Not recorded | 68fa72801e209131cea56d2d |
| No Adapt. | 43.5 | Not recorded | 68fa72801e209131cea56d2d |
| EATA | 43.2 | Not recorded | 68fa72801e209131cea56d2d |

### DeYO

Accuracy: 57.3. Result ID: 69922f423a6c3148490d23d2.

[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.

### EATA

Accuracy: 51.1. Result ID: 69922f423a6c3148490d23ce.

[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.

### SAR

Accuracy: 50.4. Result ID: 69922f423a6c3148490d23d0.

[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.

### Tent

Accuracy: 50.2. Result ID: 69922f423a6c3148490d23cc.

[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: 44.9. Result ID: 69922f423a6c3148490d23d1.

[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: 44.3. Result ID: 69922f423a6c3148490d23ca.

[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: 43.8. Result ID: 69922f423a6c3148490d23cb.

[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.

### SAR

Accuracy: 43.7. Result ID: 69922f423a6c3148490d23cf.

[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: 43.5. Result ID: 69922f423a6c3148490d23c9.

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

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

### EATA

Accuracy: 43.2. Result ID: 69922f423a6c3148490d23cd.

[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.

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