# Image Classification on Imagenet (AUC)

Source: [Image Classification on Imagenet (AUC)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-auc>)

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

Data updated: 2026-03-12T08:03:46.661Z

Evaluation of Image Classification performance on the ImageNet dataset, specifically measuring AUC and AUC improvement.

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 |
| Metric | AUC Improvement |
| Unit | SCALAR |
| 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

- [AUC Improvement](<https://www.sota2.com/research/sota/image-classification-on-imagenet-auc.md?metric=AUC%20Improvement>): Higher is better; unit: SCALAR.

- [AUC](<https://www.sota2.com/research/sota/image-classification-on-imagenet-auc.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC Improvement | Result date | Report paper |
| --- | --- | --- | --- |
| Typiclust | 5.76 | Not recorded | 68fa74a11e209131cea62c7e |
| Bait (Binary) | 1.48 | Not recorded | 68fa74a11e209131cea62c7e |
| Badge | 1.34 | Not recorded | 68fa74a11e209131cea62c7e |
| Margin | 0.88 | Not recorded | 68fa74a11e209131cea62c7e |

### Typiclust

AUC Improvement: 5.76. Result ID: 69b272626dbb7075b95cda2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a11e209131cea62c7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa719e1e209131cea521e8.md>)

Recorded evaluation configuration: {"selection\_strategy":"Typiclust"}. This record does not assert independent reproduction.

### Bait (Binary)

AUC Improvement: 1.48. Result ID: 69b272626dbb7075b95cda2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a11e209131cea62c7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a11e209131cea62c7e.md>)

Recorded evaluation configuration: {"selection\_strategy":"Bait (Binary)"}. This record does not assert independent reproduction.

### Badge

AUC Improvement: 1.34. Result ID: 69b272626dbb7075b95cda2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a11e209131cea62c7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67171e209131cea140df.md>)

Recorded evaluation configuration: {"selection\_strategy":"Badge"}. This record does not assert independent reproduction.

### Margin

AUC Improvement: 0.88. Result ID: 69b272626dbb7075b95cda2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74a11e209131cea62c7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da31e209131cea3b0ea.md>)

Recorded evaluation configuration: {"selection\_strategy":"Margin"}. This record does not assert independent reproduction.

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