# Video Anomaly Detection on ShanghaiTech Human-Related SHT-HR

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

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

Data updated: 2026-05-22T07:57:37.615Z

Evaluation of Video Anomaly Detection performance on the ShanghaiTech Human-Related (SHT-HR) dataset, measured by AUROC and AP.

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) | ShanghaiTech Human-Related SHT-HR |
| Metric | AUROC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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-shanghaitech-human-related-sht-hr.md?metric=AUROC>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| TrajVAD-P | 88.6 | Not recorded | 6a0fe326f984739ed6739e71 |
| STG-NF | 87.4 | Not recorded | 6a0fe326f984739ed6739e71 |
| SeeKer | 86.9 | Not recorded | 6a0fe326f984739ed6739e71 |
| TrajVAD-T | 84.1 | Not recorded | 6a0fe326f984739ed6739e71 |
| TSGAD | 81.5 | Not recorded | 6a0fe326f984739ed6739e71 |
| GiCiSAD | 78 | Not recorded | 6a0fe326f984739ed6739e71 |
| TrajREC | 77.9 | Not recorded | 6a0fe326f984739ed6739e71 |
| MoCoDAD | 77.6 | Not recorded | 6a0fe326f984739ed6739e71 |
| GCAE-LSTM | 77.2 | Not recorded | 6a0fe326f984739ed6739e71 |
| COSKAD | 77.1 | Not recorded | 6a0fe326f984739ed6739e71 |
| MTP | 77 | Not recorded | 6a0fe326f984739ed6739e71 |
| Normal Graph | 76.5 | Not recorded | 6a0fe326f984739ed6739e71 |
| PoseCVAE | 75.5 | Not recorded | 6a0fe326f984739ed6739e71 |
| MPED-RNN | 75.4 | Not recorded | 6a0fe326f984739ed6739e71 |
| BiPOCO | 74.9 | Not recorded | 6a0fe326f984739ed6739e71 |
| GEPC | 74.8 | Not recorded | 6a0fe326f984739ed6739e71 |
| TSGAD-Traj | 68.4 | Not recorded | 6a0fe326f984739ed6739e71 |

### TrajVAD-P

AUROC: 88.6. Result ID: 6a100c6dfbc373592c08cb0e.

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

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

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

### STG-NF

AUROC: 87.4. Result ID: 6a100c6dfbc373592c08cb0b.

[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.

### SeeKer

AUROC: 86.9. Result ID: 6a100c6dfbc373592c08cb0c.

[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.

### TrajVAD-T

AUROC: 84.1. Result ID: 6a100c6dfbc373592c08cb0d.

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

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

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

### TSGAD

AUROC: 81.5. Result ID: 6a100c6dfbc373592c08cb09.

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

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

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

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

### GiCiSAD

AUROC: 78. Result ID: 6a100c6dfbc373592c08cb0a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ae1e209131cea632c2.md>)

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

### TrajREC

AUROC: 77.9. Result ID: 6a100c6dfbc373592c08cb07.

[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: 77.6. Result ID: 6a100c6dfbc373592c08cb06.

[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.

### GCAE-LSTM

AUROC: 77.2. Result ID: 6a100c6dfbc373592c08cb05.

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

Recorded evaluation configuration: {"Venue":"NC’22"}. This record does not assert independent reproduction.

### COSKAD

AUROC: 77.1. Result ID: 6a100c6dfbc373592c08cb04.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa74811e209131cea6208f.md>)

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

### MTP

AUROC: 77. Result ID: 6a100c6dfbc373592c08cb00.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe326f984739ed6739e71.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: {"Venue":"WACV’20"}. This record does not assert independent reproduction.

### Normal Graph

AUROC: 76.5. Result ID: 6a100c6dfbc373592c08cb03.

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

Recorded evaluation configuration: {"Venue":"NC’21"}. This record does not assert independent reproduction.

### PoseCVAE

AUROC: 75.5. Result ID: 6a100c6dfbc373592c08cb02.

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

Recorded evaluation configuration: {"Venue":"ICPR’21"}. This record does not assert independent reproduction.

### MPED-RNN

AUROC: 75.4. Result ID: 6a100c6dfbc373592c08caff.

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

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

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

Recorded evaluation configuration: {"Venue":"CVPR’19"}. This record does not assert independent reproduction.

### BiPOCO

AUROC: 74.9. Result ID: 6a100c6dfbc373592c08cafe.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf91e209131cea37085.md>)

[Implementation](<https://github.com/akanuasiegbu/BiPOCO>)

Recorded evaluation configuration: {"Venue":"arXiv’22"}. This record does not assert independent reproduction.

### GEPC

AUROC: 74.8. Result ID: 6a100c6dfbc373592c08cb01.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa67541e209131cea15848.md>)

[Implementation](<https://github.com/amirmk89/gepc>)

Recorded evaluation configuration: {"Venue":"CVPR’20"}. This record does not assert independent reproduction.

### TSGAD-Traj

AUROC: 68.4. Result ID: 6a100c6dfbc373592c08cb08.

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

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

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

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

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