# One-Class Novelty Detection on CIFAR-10 (test)

Source: [One-Class Novelty Detection on CIFAR-10 (test)](<https://www.sota2.com/research/sota/one-class-novelty-detection-on-cifar-10-test>)

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

Data updated: 2026-02-26T05:25:52.439Z

Evaluation of One-Class Novelty Detection performance on the test split of the CIFAR-10 dataset.

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 Novelty Detection |
| Dataset (including any stated split) | CIFAR-10 (test) |
| Metric | AUROC |
| 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

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

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| RevDist | 86.5 | Not recorded | 68fa6edf1e209131cea428de |
| SimpleNet | 86.5 | Not recorded | 68fa6edf1e209131cea428de |
| MKD | 84.5 | Not recorded | 68fa6edf1e209131cea428de |
| IGD | 83.68 | Not recorded | 68fa6edf1e209131cea428de |
| DisAug CLR | 80 | Not recorded | 68fa6edf1e209131cea428de |
| DAAD | 75.3 | Not recorded | 68fa6edf1e209131cea428de |
| HRN | 71.3 | Not recorded | 68fa6edf1e209131cea428de |
| OCGAN | 65.6 | Not recorded | 68fa6edf1e209131cea428de |
| DSVDD | 64.8 | Not recorded | 68fa6edf1e209131cea428de |
| LSA | 64.1 | Not recorded | 68fa6edf1e209131cea428de |

### RevDist

AUROC: 86.5. Result ID: 699065243a6c314849003e4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31bfd.md>)

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

### SimpleNet

AUROC: 86.5. Result ID: 699065243a6c314849003e4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428de.md>)

[Implementation](<https://github.com/DonaldRR/SimpleNet>)

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

### MKD

AUROC: 84.5. Result ID: 699065243a6c314849003e4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c21e209131cea1e1d5.md>)

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

### IGD

AUROC: 83.68. Result ID: 699065243a6c314849003e49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cc1.md>)

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

### DisAug CLR

AUROC: 80. Result ID: 699065243a6c314849003e48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea2311d.md>)

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

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

### DAAD

AUROC: 75.3. Result ID: 699065243a6c314849003e47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a6f1e209131cea28035.md>)

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

### HRN

AUROC: 71.3. Result ID: 699065243a6c314849003e46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428de.md>)

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

### OCGAN

AUROC: 65.6. Result ID: 699065243a6c314849003e45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa695b1e209131cea21c5c.md>)

[Implementation](<https://github.com/PramuPerera/OCGAN>)

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

### DSVDD

AUROC: 64.8. Result ID: 699065243a6c314849003e44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428de.md>)

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

### LSA

AUROC: 64.1. Result ID: 699065243a6c314849003e43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65721e209131cea0a7cf.md>)

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

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