# Outlier Exposure OOD Detection on CIFAR-10 near-distribution (test)

Source: [Outlier Exposure OOD Detection on CIFAR-10 near-distribution (test)](<https://www.sota2.com/research/sota/outlier-exposure-ood-detection-on-cifar-10-near-distribution-test>)

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

Data updated: 2026-02-26T05:25:52.697Z

Evaluation of Outlier Exposure OOD Detection performance using the CIFAR-10 dataset on the near-distribution test split, reporting metrics like AUROC.

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 | Outlier Exposure OOD Detection |
| Dataset (including any stated split) | CIFAR-10 near-distribution (test) |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [AUROC](<https://www.sota2.com/research/sota/outlier-exposure-ood-detection-on-cifar-10-near-distribution-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| MOOD | 99.41 | Not recorded | 68fa6f031e209131cea43353 |
| R50+ViT | 99.29 | Not recorded | 68fa6f031e209131cea43353 |
| R50+ViT | 99.17 | Not recorded | 68fa6f031e209131cea43353 |
| R50+ViT | 99.11 | Not recorded | 68fa6f031e209131cea43353 |
| R50+ViT | 98.96 | Not recorded | 68fa6f031e209131cea43353 |
| R50+ViT | 98.52 | Not recorded | 68fa6f031e209131cea43353 |

### MOOD

AUROC: 99.41. Result ID: 69908d713a6c3148490164e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f031e209131cea43353.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f031e209131cea43353.md>)

[Implementation](<https://github.com/JulietLJY/MOOD>)

Recorded evaluation configuration: {"# OOD samples per class":"0"}. This record does not assert independent reproduction.

### R50+ViT

AUROC: 99.29. Result ID: 69908d713a6c3148490164df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f031e209131cea43353.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280e5.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"# OOD samples per class":"10"}. This record does not assert independent reproduction.

### R50+ViT

AUROC: 99.17. Result ID: 69908d713a6c3148490164de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f031e209131cea43353.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280e5.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"# OOD samples per class":"3"}. This record does not assert independent reproduction.

### R50+ViT

AUROC: 99.11. Result ID: 69908d713a6c3148490164dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f031e209131cea43353.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280e5.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"# OOD samples per class":"2"}. This record does not assert independent reproduction.

### R50+ViT

AUROC: 98.96. Result ID: 69908d713a6c3148490164dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f031e209131cea43353.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280e5.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"# OOD samples per class":"1"}. This record does not assert independent reproduction.

### R50+ViT

AUROC: 98.52. Result ID: 69908d713a6c3148490164db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f031e209131cea43353.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280e5.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"# OOD samples per class":"0"}. This record does not assert independent reproduction.

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