# One-class novelty detection on COIL

Source: [One-class novelty detection on COIL](<https://www.sota2.com/research/sota/one-class-novelty-detection-on-coil>)

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

Data updated: 2026-02-26T05:24:26.317Z

Evaluation of one-class novelty detection performance on the COIL dataset, typically measured using AUC.

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) | COIL |
| Metric | AUC |
| Unit | SCALAR |
| 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

- [AUC](<https://www.sota2.com/research/sota/one-class-novelty-detection-on-coil.md?metric=AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| OCGAN | 0.995 | Not recorded | 68fa695b1e209131cea21c5c |
| GPND | 0.968 | Not recorded | 68fa695b1e209131cea21c5c |
| DCAE | 0.949 | Not recorded | 68fa695b1e209131cea21c5c |
| ALOCC DR | 0.809 | Not recorded | 68fa695b1e209131cea21c5c |
| ALOCC D | 0.686 | Not recorded | 68fa695b1e209131cea21c5c |

### OCGAN

AUC: 0.995. Result ID: 698da5f08b517eb43322e0ad.

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

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

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

Recorded evaluation configuration: {"Protocol":"Protocol 1"}. This record does not assert independent reproduction.

### GPND

AUC: 0.968. Result ID: 698da5f08b517eb43322e0ac.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa695b1e209131cea21c0d.md>)

Recorded evaluation configuration: {"Protocol":"Protocol 1"}. This record does not assert independent reproduction.

### DCAE

AUC: 0.949. Result ID: 698da5f08b517eb43322e0ab.

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

Recorded evaluation configuration: {"Protocol":"Protocol 1"}. This record does not assert independent reproduction.

### ALOCC DR

AUC: 0.809. Result ID: 698da5f08b517eb43322e0a9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64611e209131cea042eb.md>)

Recorded evaluation configuration: {"Protocol":"Protocol 1"}. This record does not assert independent reproduction.

### ALOCC D

AUC: 0.686. Result ID: 698da5f08b517eb43322e0aa.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64611e209131cea042eb.md>)

Recorded evaluation configuration: {"Protocol":"Protocol 1"}. This record does not assert independent reproduction.

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