# Out-of-distribution detection on ImageNet-O (test)

Source: [Out-of-distribution detection on ImageNet-O (test)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-o-test>)

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

Data updated: 2026-02-26T05:25:36.628Z

Evaluation of Out-of-Distribution Detection performance using the ImageNet-O test set, focusing on the AUPR metric.

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 | Out-of-distribution detection |
| Dataset (including any stated split) | ImageNet-O (test) |
| Metric | AUPR |
| 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

- [AUPR](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-o-test.md?metric=AUPR>): Higher is better; unit: PERCENT.

- [ROC AUC](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-o-test.md?metric=ROC%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUPR | Result date | Report paper |
| --- | --- | --- | --- |
| MixPro-DeiT-S | 23.1 | Not recorded | 68fa70391e209131cea49ad3 |
| TransMix-DeiT-S | 21.9 | Not recorded | 68fa6b421e209131cea2d048 |
| TransMix-DeiT-S | 21.9 | Not recorded | 68fa70391e209131cea49ad3 |
| DeiT-S | 20.9 | Not recorded | 68fa6b421e209131cea2d048 |
| DeiT-S | 20.9 | Not recorded | 68fa70391e209131cea49ad3 |

### MixPro-DeiT-S

AUPR: 23.1. Result ID: 699123e53a6c31484905fca9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70391e209131cea49ad3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70391e209131cea49ad3.md>)

[Implementation](<https://github.com/fistyee/MixPro>)

Recorded evaluation configuration: {"Backbone":"DeiT-S","Augmentation":"MixPro"}. This record does not assert independent reproduction.

### TransMix-DeiT-S

AUPR: 21.9. Result ID: 698e7334ffc3901de09db227.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b421e209131cea2d048.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b421e209131cea2d048.md>)

[Implementation](<https://github.com/Beckschen/TransMix>)

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

### TransMix-DeiT-S

AUPR: 21.9. Result ID: 699123e53a6c31484905fca8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70391e209131cea49ad3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b421e209131cea2d048.md>)

[Implementation](<https://github.com/Beckschen/TransMix>)

Recorded evaluation configuration: {"Backbone":"DeiT-S","Augmentation":"TransMix"}. This record does not assert independent reproduction.

### DeiT-S

AUPR: 20.9. Result ID: 698e7334ffc3901de09db226.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b421e209131cea2d048.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69181e209131cea202b4.md>)

[Implementation](<https://github.com/facebookresearch/deit>)

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

### DeiT-S

AUPR: 20.9. Result ID: 699123e53a6c31484905fca7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70391e209131cea49ad3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70391e209131cea49ad3.md>)

[Implementation](<https://github.com/fistyee/MixPro>)

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

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