# Video Anomaly Detection on HR-SHT

Source: [Video Anomaly Detection on HR-SHT](<https://www.sota2.com/research/sota/video-anomaly-detection-on-hr-sht>)

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

Data updated: 2026-02-26T05:25:29.871Z

Evaluation of Video Anomaly Detection performance on the HR-SHT dataset, measured by AUC-ROC.

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) | HR-SHT |
| Metric | AUC-ROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/video-anomaly-detection-on-hr-sht.md?metric=AUC-ROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC-ROC | Result date | Report paper |
| --- | --- | --- | --- |
| STGformer | 86.97 | Not recorded | 68fa73b71e209131cea5e17d |
| HSTGCNN | 83.4 | Not recorded | 68fa73b71e209131cea5e17d |
| TSGAD | 81.77 | Not recorded | 68fa73b71e209131cea5e17d |
| TSGAD | 81.52 | Not recorded | 68fa73b71e209131cea5e17d |
| MTP | 77.04 | Not recorded | 68fa73b71e209131cea5e17d |
| PoseCVAE | 75.7 | Not recorded | 68fa73b71e209131cea5e17d |
| MPED-RNN | 75.4 | Not recorded | 68fa73b71e209131cea5e17d |
| TSGAD | 68.45 | Not recorded | 68fa73b71e209131cea5e17d |

### STGformer

AUC-ROC: 86.97. Result ID: 69931a2f3a6c31484913b9cd.

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

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

### HSTGCNN

AUC-ROC: 83.4. Result ID: 69931a2f3a6c31484913b9cc.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd31e209131cea3c353.md>)

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

### TSGAD

AUC-ROC: 81.77. Result ID: 69931a2f3a6c31484913b9d0.

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

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

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

Recorded evaluation configuration: {"Branch":"Fusion (Pose + Trajectory)"}. This record does not assert independent reproduction.

### TSGAD

AUC-ROC: 81.52. Result ID: 69931a2f3a6c31484913b9ce.

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

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

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

Recorded evaluation configuration: {"Branch":"Pose"}. This record does not assert independent reproduction.

### MTP

AUC-ROC: 77.04. Result ID: 69931a2f3a6c31484913b9cb.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa663b1e209131cea0f06f.md>)

[Implementation](<https://rodrigues-royston.github.io/Multi-timescale_Trajectory_Prediction/>)

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

### PoseCVAE

AUC-ROC: 75.7. Result ID: 69931a2f3a6c31484913b9ca.

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

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

### MPED-RNN

AUC-ROC: 75.4. Result ID: 69931a2f3a6c31484913b9c9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a01e209131cea0b5d6.md>)

[Implementation](<https://github.com/RomeroBarata/skeleton_based_anomaly_detection>)

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

### TSGAD

AUC-ROC: 68.45. Result ID: 69931a2f3a6c31484913b9cf.

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

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

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

Recorded evaluation configuration: {"Branch":"Trajectory"}. This record does not assert independent reproduction.

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