# One-class Out-of-Distribution Detection on CIFAR-100 super-classes (test)

Source: [One-class Out-of-Distribution Detection on CIFAR-100 super-classes (test)](<https://www.sota2.com/research/sota/one-class-out-of-distribution-detection-on-cifar-100-super-classes-test>)

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

Data updated: 2026-02-26T05:25:52.740Z

Evaluation of One-class Out-of-Distribution Detection performance using the test split of the CIFAR-100 super-class configuration, typically measured using 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) | CIFAR-100 super-classes (test) |
| 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-cifar-100-super-classes-test.md?metric=AUROC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| MOOD | 0.948 | Not recorded | 68fa6f031e209131cea43353 |
| CSI | 0.896 | Not recorded | 68fa6f031e209131cea43353 |
| Rot+Trans | 0.798 | Not recorded | 68fa6f031e209131cea43353 |
| Geom | 0.787 | Not recorded | 68fa6f031e209131cea43353 |
| Rot | 0.777 | Not recorded | 68fa6f031e209131cea43353 |
| GOAD | 0.745 | Not recorded | 68fa6f031e209131cea43353 |
| OC-SVM | 0.631 | Not recorded | 68fa6f031e209131cea43353 |

### MOOD

AUROC: 0.948. Result ID: 69908d713a6c314849016506.

[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

AUROC: 0.896. Result ID: 69908d713a6c314849016505.

[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: {"SOTA":"true"}. This record does not assert independent reproduction.

### Rot+Trans

AUROC: 0.798. Result ID: 69908d713a6c314849016503.

[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.

### Geom

AUROC: 0.787. Result ID: 69908d713a6c314849016501.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082d3.md>)

[Implementation](<https://github.com/izikgo/AnomalyDetectionTransformations>)

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

### Rot

AUROC: 0.777. Result ID: 69908d713a6c314849016502.

[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.

### GOAD

AUROC: 0.745. Result ID: 69908d713a6c314849016504.

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

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

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

### OC-SVM

AUROC: 0.631. Result ID: 69908d713a6c314849016500.

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

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

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

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