# Image Classification on ImageNet A 2012 (val)

Source: [Image Classification on ImageNet A 2012 (val)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-a-2012-val>)

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

Data updated: 2026-02-26T05:25:36.568Z

Evaluation of Image Classification performance on the validation split of the ImageNet-A dataset, reporting metrics such as Estimated Accuracy and Area Under the Precision-Recall Curve (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 A 2012 (val) |
| Metric | AUPR |
| Unit | SCALAR |
| 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

- [AUPR](<https://www.sota2.com/research/sota/image-classification-on-imagenet-a-2012-val.md?metric=AUPR>): Higher is better; unit: SCALAR.

- [Estimated Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-a-2012-val.md?metric=Estimated%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUPR | Result date | Report paper |
| --- | --- | --- | --- |
| Accuracy Monitor | 0.7192 | Not recorded | 68fa67d21e209131cea18b0c |
| MP | 0.7182 | Not recorded | 68fa67d21e209131cea18b0c |
| TS | 0.7123 | Not recorded | 68fa67d21e209131cea18b0c |
| Accuracy Monitor | 0.7066 | Not recorded | 68fa67d21e209131cea18b0c |
| TS | 0.7059 | Not recorded | 68fa67d21e209131cea18b0c |
| Entropy | 0.7052 | Not recorded | 68fa67d21e209131cea18b0c |
| MP | 0.705 | Not recorded | 68fa67d21e209131cea18b0c |
| Entropy | 0.6907 | Not recorded | 68fa67d21e209131cea18b0c |

### Accuracy Monitor

AUPR: 0.7192. Result ID: 698d48b08b517eb4332059c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b0c.md>)

Recorded evaluation configuration: {"Target Model":"MobileNet"}. This record does not assert independent reproduction.

### MP

AUPR: 0.7182. Result ID: 698d48b08b517eb4332059c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e41e209131cea0731a.md>)

[Implementation](<https://www.sota2.com/github.com/hendrycks/error-detection>)

Recorded evaluation configuration: {"Target Model":"MobileNet"}. This record does not assert independent reproduction.

### TS

AUPR: 0.7123. Result ID: 698d48b08b517eb4332059c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638b1e209131ce9ff6d1.md>)

Recorded evaluation configuration: {"Target Model":"MobileNet"}. This record does not assert independent reproduction.

### Accuracy Monitor

AUPR: 0.7066. Result ID: 698d48b08b517eb4332059c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b0c.md>)

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

### TS

AUPR: 0.7059. Result ID: 698d48b08b517eb4332059cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638b1e209131ce9ff6d1.md>)

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

### Entropy

AUPR: 0.7052. Result ID: 698d48b08b517eb4332059c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b0c.md>)

Recorded evaluation configuration: {"Target Model":"MobileNet"}. This record does not assert independent reproduction.

### MP

AUPR: 0.705. Result ID: 698d48b08b517eb4332059ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e41e209131cea0731a.md>)

[Implementation](<https://www.sota2.com/github.com/hendrycks/error-detection>)

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

### Entropy

AUPR: 0.6907. Result ID: 698d48b08b517eb4332059cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b0c.md>)

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

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