# Anomaly Detection on Audio Commands Marvin (one-vs-all)

Source: [Anomaly Detection on Audio Commands Marvin (one-vs-all)](<https://www.sota2.com/research/sota/anomaly-detection-on-audio-commands-marvin-one-vs-all>)

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

Data updated: 2026-02-26T05:24:25.885Z

Evaluation of Anomaly Detection performance on the Audio Commands Marvin (one-vs-all) dataset, typically measured by 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 | Anomaly Detection |
| Dataset (including any stated split) | Audio Commands Marvin (one-vs-all) |
| Metric | AUC |
| 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

- [AUC](<https://www.sota2.com/research/sota/anomaly-detection-on-audio-commands-marvin-one-vs-all.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| DROCC | 70.21 | Not recorded | 68fa68261e209131cea1a47b |
| DeepSVDD | 68.38 | Not recorded | 68fa68261e209131cea1a47b |
| KNN | 65.81 | Not recorded | 68fa68261e209131cea1a47b |
| REBM | 63.73 | Not recorded | 68fa68261e209131cea1a47b |
| AE | 51.49 | Not recorded | 68fa68261e209131cea1a47b |

### DROCC

AUC: 70.21. Result ID: 698d5cce8b517eb43320edb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68261e209131cea1a47b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68261e209131cea1a47b.md>)

[Implementation](<https://github.com/microsoft/EdgeML>)

Recorded evaluation configuration: {"Architecture":"single layer LSTM"}. This record does not assert independent reproduction.

### DeepSVDD

AUC: 68.38. Result ID: 698d5cce8b517eb43320edb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68261e209131cea1a47b.md>)

Recorded evaluation configuration: {"Architecture":"single layer LSTM"}. This record does not assert independent reproduction.

### KNN

AUC: 65.81. Result ID: 698d5cce8b517eb43320edb1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68261e209131cea1a47b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa55fd1e209131ce998f16.md>)

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

### REBM

AUC: 63.73. Result ID: 698d5cce8b517eb43320edb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68261e209131cea1a47b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62831e209131ce9f9c63.md>)

Recorded evaluation configuration: {"Architecture":"single layer LSTM"}. This record does not assert independent reproduction.

### AE

AUC: 51.49. Result ID: 698d5cce8b517eb43320edb2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68261e209131cea1a47b.md>)

Recorded evaluation configuration: {"Architecture":"single layer LSTM","Reference Architecture":"Srivastava et al. (2015)"}. This record does not assert independent reproduction.

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