# Image Classification on ImageNet (ACC and UE AUPR)

Source: [Image Classification on ImageNet (ACC and UE AUPR)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-acc-and-ue-aupr>)

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

Data updated: 2026-04-13T07:49:40.780Z

Evaluation of Image Classification performance on the standard ImageNet dataset, reporting Accuracy (ACC) and Uncertainty Estimation Area Under the Precision-Recall Curve (UE AUPR).

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 | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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-acc-and-ue-aupr.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [UE AUPR](<https://www.sota2.com/research/sota/image-classification-on-imagenet-acc-and-ue-aupr.md?metric=UE%20AUPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ETN | 79.61 | Not recorded | 69dc788b7d0172140ec78ac8 |
| SNGP | 12.83 | Not recorded | 69dc788b7d0172140ec78ac8 |
| DUQ | 0.09 | Not recorded | 69dc788b7d0172140ec78ac8 |

### ETN

Accuracy: 79.61. Result ID: 69dc9fc047f34ce924c356e7.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SNGP

Accuracy: 12.83. Result ID: 69dc9fc047f34ce924c356e6.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a21e209131cea1d4d2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DUQ

Accuracy: 0.09. Result ID: 69dc9fc047f34ce924c356e5.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d31e209131cea18ba5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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