# Video Anomaly Detection on HR-SHT (test)

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

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

Data updated: 2026-02-26T05:41:26.537Z

Evaluation of Video Anomaly Detection performance on the test split of the HR-SHT dataset, measured by AUC-PR and EER.

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 (test) |
| Metric | EER |
| Unit | SCALAR |
| Direction | Lower 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

- [EER](<https://www.sota2.com/research/sota/video-anomaly-detection-on-hr-sht-test.md?metric=EER>): Lower is better; unit: SCALAR.

- [AUC-PR](<https://www.sota2.com/research/sota/video-anomaly-detection-on-hr-sht-test.md?metric=AUC-PR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | EER | Result date | Report paper |
| --- | --- | --- | --- |
| STG-NF | 0.21 | Not recorded | 68fa777b1e209131cea737a2 |
| SPARTA-H | 0.21 | Not recorded | 68fa777b1e209131cea737a2 |
| SPARTA-C | 0.22 | Not recorded | 68fa777b1e209131cea737a2 |
| MoPRL | 0.23 | Not recorded | 68fa777b1e209131cea737a2 |
| TSGAD-Pose | 0.25 | Not recorded | 68fa73b71e209131cea5e17d |
| TSGAD | 0.25 | Not recorded | 68fa73b71e209131cea5e17d |
| SPARTA-F | 0.25 | Not recorded | 68fa777b1e209131cea737a2 |
| TSGAD-Traj | 0.38 | Not recorded | 68fa73b71e209131cea5e17d |

### STG-NF

EER: 0.21. Result ID: 699538f53badfaffe61fd82b.

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

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

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

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

### SPARTA-H

EER: 0.21. Result ID: 699538f53badfaffe61fd82f.

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

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

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

### SPARTA-C

EER: 0.22. Result ID: 699538f53badfaffe61fd82d.

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

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

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

### MoPRL

EER: 0.23. Result ID: 699538f53badfaffe61fd82c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dcc6.md>)

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

### TSGAD-Pose

EER: 0.25. Result ID: 69931a2f3a6c31484913b9b8.

[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.

### TSGAD

EER: 0.25. Result ID: 69931a2f3a6c31484913b9ba.

[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":"Combined"}. This record does not assert independent reproduction.

### SPARTA-F

EER: 0.25. Result ID: 699538f53badfaffe61fd82e.

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

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

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

### TSGAD-Traj

EER: 0.38. Result ID: 69931a2f3a6c31484913b9b9.

[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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