# Anomaly Detection on RetailS Real-world (test)

Source: [Anomaly Detection on RetailS Real-world (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-retails-real-world-test>)

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

Data updated: 2026-03-06T07:48:31.545Z

Evaluation of Anomaly Detection performance on the test split of the RetailS Real-world dataset, measured using AUC metrics.

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) | RetailS Real-world (test) |
| Metric | AUC-ROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-ROC](<https://www.sota2.com/research/sota/anomaly-detection-on-retails-real-world-test.md?metric=AUC-ROC>): Higher is better; unit: PERCENT.

- [AUC-PR](<https://www.sota2.com/research/sota/anomaly-detection-on-retails-real-world-test.md?metric=AUC-PR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC-ROC | Result date | Report paper |
| --- | --- | --- | --- |
| STG-NF | 63.22 | Not recorded | 69aa5f672d603e6de3e41730 |
| TSGAD | 62.16 | Not recorded | 69aa5f672d603e6de3e41730 |
| STG-NF | 61.35 | Not recorded | 69aa5f672d603e6de3e41730 |
| TSGAD | 59.08 | Not recorded | 69aa5f672d603e6de3e41730 |
| SPARTA | 58.23 | Not recorded | 69aa5f672d603e6de3e41730 |
| SPARTA | 56.82 | Not recorded | 69aa5f672d603e6de3e41730 |

### STG-NF

AUC-ROC: 63.22. Result ID: 69aa86476dbb7075b95405b7.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f672d603e6de3e41730.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705c1e209131cea4a976.md>)

[Implementation](<https://github.com/orhir/STG-NF>)

Recorded evaluation configuration: {"Training Dataset":"RetailS (Ours)"}. This record does not assert independent reproduction.

### TSGAD

AUC-ROC: 62.16. Result ID: 69aa86476dbb7075b95405b8.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f672d603e6de3e41730.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b71e209131cea5e17d.md>)

[Implementation](<https://github.com/TeCSAR-UNCC/TSGAD>)

Recorded evaluation configuration: {"Training Dataset":"RetailS (Ours)"}. This record does not assert independent reproduction.

### STG-NF

AUC-ROC: 61.35. Result ID: 69aa86476dbb7075b95405b4.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f672d603e6de3e41730.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705c1e209131cea4a976.md>)

[Implementation](<https://github.com/orhir/STG-NF>)

Recorded evaluation configuration: {"Training Dataset":"PoseLift"}. This record does not assert independent reproduction.

### TSGAD

AUC-ROC: 59.08. Result ID: 69aa86476dbb7075b95405b5.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f672d603e6de3e41730.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b71e209131cea5e17d.md>)

[Implementation](<https://github.com/TeCSAR-UNCC/TSGAD>)

Recorded evaluation configuration: {"Training Dataset":"PoseLift"}. This record does not assert independent reproduction.

### SPARTA

AUC-ROC: 58.23. Result ID: 69aa86476dbb7075b95405b9.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f672d603e6de3e41730.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777b1e209131cea737a2.md>)

Recorded evaluation configuration: {"Training Dataset":"RetailS (Ours)"}. This record does not assert independent reproduction.

### SPARTA

AUC-ROC: 56.82. Result ID: 69aa86476dbb7075b95405b6.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f672d603e6de3e41730.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777b1e209131cea737a2.md>)

Recorded evaluation configuration: {"Training Dataset":"PoseLift"}. This record does not assert independent reproduction.

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