# One-Class Novelty Detection on F-MNIST

Source: [One-Class Novelty Detection on F-MNIST](<https://www.sota2.com/research/sota/one-class-novelty-detection-on-f-mnist>)

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

Data updated: 2026-02-26T05:25:49.645Z

Evaluation of One-Class Novelty Detection performance on the F-MNIST dataset, 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 Novelty Detection |
| Dataset (including any stated split) | F-MNIST |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-f-mnist.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| Reverse Distillation | 95 | Not recorded | 68fa6c0e1e209131cea31bfd |
| MKD | 94.5 | Not recorded | 68fa6c0e1e209131cea31bfd |
| HRN | 92.8 | Not recorded | 68fa6c0e1e209131cea31bfd |
| LSA | 92.2 | Not recorded | 68fa6c0e1e209131cea31bfd |
| OCGAN | 87.8 | Not recorded | 68fa6c0e1e209131cea31bfd |

### Reverse Distillation

AUROC: 95. Result ID: 698ebf88ffc3901de0a0b0ca.

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

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

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

### MKD

AUROC: 94.5. Result ID: 698ebf88ffc3901de0a0b0c9.

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

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

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

### HRN

AUROC: 92.8. Result ID: 698ebf88ffc3901de0a0b0c8.

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

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

### LSA

AUROC: 92.2. Result ID: 698ebf88ffc3901de0a0b0c6.

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

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

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

### OCGAN

AUROC: 87.8. Result ID: 698ebf88ffc3901de0a0b0c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31bfd.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.

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