# Video Anomaly Detection on MSAD human-related (test)

Source: [Video Anomaly Detection on MSAD human-related (test)](<https://www.sota2.com/research/sota/video-anomaly-detection-on-msad-human-related-test>)

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

Data updated: 2026-05-22T07:57:37.710Z

Evaluation of Video Anomaly Detection performance on the test split of the MSAD human-related dataset, reporting AUROC and AP scores.

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 | Video Anomaly Detection |
| Dataset (including any stated split) | MSAD human-related (test) |
| Metric | AUROC |
| 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

- [AUROC](<https://www.sota2.com/research/sota/video-anomaly-detection-on-msad-human-related-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/video-anomaly-detection-on-msad-human-related-test.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| TrajVAD-T | 0.697 | Not recorded | 6a0fe326f984739ed6739e71 |
| TrajVAD-P | 0.685 | Not recorded | 6a0fe326f984739ed6739e71 |
| SeeKer | 0.611 | Not recorded | 6a0fe326f984739ed6739e71 |
| STG-NF | 0.557 | Not recorded | 6a0fe326f984739ed6739e71 |
| TrajREC | 0.548 | Not recorded | 6a0fe326f984739ed6739e71 |
| MoCoDAD | 0.539 | Not recorded | 6a0fe326f984739ed6739e71 |

### TrajVAD-T

AUROC: 0.697. Result ID: 6a100c6dfbc373592c08cb2d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e71.md>)

Recorded evaluation configuration: {"Venue":"-"}. This record does not assert independent reproduction.

### TrajVAD-P

AUROC: 0.685. Result ID: 6a100c6dfbc373592c08cb2e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e71.md>)

Recorded evaluation configuration: {"Venue":"-"}. This record does not assert independent reproduction.

### SeeKer

AUROC: 0.611. Result ID: 6a100c6dfbc373592c08cb2c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b1a1e209131cea86912.md>)

Recorded evaluation configuration: {"Venue":"ICCV’25"}. This record does not assert independent reproduction.

### STG-NF

AUROC: 0.557. Result ID: 6a100c6dfbc373592c08cb2a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e71.md>)

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

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

Recorded evaluation configuration: {"Venue":"ICCV’23"}. This record does not assert independent reproduction.

### TrajREC

AUROC: 0.548. Result ID: 6a100c6dfbc373592c08cb2b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa710e1e209131cea4eef0.md>)

[Implementation](<https://www.sota2.com/alexandrosstergiou/TrajREC>)

Recorded evaluation configuration: {"Venue":"WACV’24"}. This record does not assert independent reproduction.

### MoCoDAD

AUROC: 0.539. Result ID: 6a100c6dfbc373592c08cb29.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70751e209131cea4b2c0.md>)

[Implementation](<https://github.com/aleflabo/MoCoDAD>)

Recorded evaluation configuration: {"Venue":"ICCV’23"}. This record does not assert independent reproduction.

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