# Out-of-Distribution Detection on ImageNet-30 unlabeled vs Flowers (test)

Source: [Out-of-Distribution Detection on ImageNet-30 unlabeled vs Flowers (test)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-30-unlabeled-vs-flowers-test>)

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

Data updated: 2026-02-26T05:25:47.385Z

Evaluation of Out-of-Distribution Detection performance using ImageNet-30 (unlabeled) as the in-distribution set, specifically tested against the Flowers dataset (test split), measured by 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 | Out-of-Distribution Detection |
| Dataset (including any stated split) | ImageNet-30 unlabeled vs Flowers (test) |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/out-of-distribution-detection-on-imagenet-30-unlabeled-vs-flowers-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| CSI | 94.7 | Not recorded | 68fa68881e209131cea1cb66 |
| Rot | 87.2 | Not recorded | 68fa68881e209131cea1cb66 |
| Rot+Trans | 86.3 | Not recorded | 68fa68881e209131cea1cb66 |
| GOAD | 82.8 | Not recorded | 68fa68881e209131cea1cb66 |

### CSI

AUROC: 94.7. Result ID: 698d75718b517eb43321a658.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cb66.md>)

[Implementation](<https://github.com/alinlab/CSI>)

Recorded evaluation configuration: {"Network":"ResNet-18"}. This record does not assert independent reproduction.

### Rot

AUROC: 87.2. Result ID: 698d75718b517eb43321a655.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f30.md>)

[Implementation](<https://github.com/hendrycks/ss-ood>)

Recorded evaluation configuration: {"Network":"ResNet-18"}. This record does not assert independent reproduction.

### Rot+Trans

AUROC: 86.3. Result ID: 698d75718b517eb43321a656.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f30.md>)

[Implementation](<https://github.com/hendrycks/ss-ood>)

Recorded evaluation configuration: {"Network":"ResNet-18"}. This record does not assert independent reproduction.

### GOAD

AUROC: 82.8. Result ID: 698d75718b517eb43321a657.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cb66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa677a1e209131cea16a5a.md>)

Recorded evaluation configuration: {"Network":"ResNet-18"}. This record does not assert independent reproduction.

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