# One-class Out-of-Distribution Detection on ImageNet 30

Source: [One-class Out-of-Distribution Detection on ImageNet 30](<https://www.sota2.com/research/sota/one-class-out-of-distribution-detection-on-imagenet-30>)

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

Data updated: 2026-02-26T05:25:52.718Z

Evaluation of One-class Out-of-Distribution Detection performance using the ImageNet-30 dataset, measured by metrics such as 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 | One-class Out-of-Distribution Detection |
| Dataset (including any stated split) | ImageNet 30 |
| Metric | AUROC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/one-class-out-of-distribution-detection-on-imagenet-30.md?metric=AUROC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| MOOD | 0.92 | Not recorded | 68fa6f031e209131cea43353 |
| CSI (SOTA) | 0.916 | Not recorded | 68fa6f031e209131cea43353 |
| Rot+Trans+Attn+Resize | 0.857 | Not recorded | 68fa6f031e209131cea43353 |
| Rot+Trans+Attn | 0.848 | Not recorded | 68fa6f031e209131cea43353 |
| Rot+Attn | 0.816 | Not recorded | 68fa6f031e209131cea43353 |
| Rot+Trans | 0.779 | Not recorded | 68fa6f031e209131cea43353 |
| Rot | 0.653 | Not recorded | 68fa6f031e209131cea43353 |

### MOOD

AUROC: 0.92. Result ID: 69908d713a6c3148490164ff.

[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: Not recorded. This record does not assert independent reproduction.

### CSI (SOTA)

AUROC: 0.916. Result ID: 69908d713a6c3148490164fe.

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

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

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

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

### Rot+Trans+Attn+Resize

AUROC: 0.857. Result ID: 69908d713a6c3148490164fd.

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

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

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

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

### Rot+Trans+Attn

AUROC: 0.848. Result ID: 69908d713a6c3148490164fc.

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

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

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

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

### Rot+Attn

AUROC: 0.816. Result ID: 69908d713a6c3148490164fb.

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

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

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

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

### Rot+Trans

AUROC: 0.779. Result ID: 69908d713a6c3148490164fa.

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

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

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

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

### Rot

AUROC: 0.653. Result ID: 69908d713a6c3148490164f9.

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

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

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

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

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