# Video Anomaly Detection on ShanghaiTech (SHT) original (full)

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

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

Data updated: 2026-05-22T07:57:37.584Z

Evaluation of Video Anomaly Detection performance on the full original ShanghaiTech (SHT) dataset, measured using AUROC and Average Precision (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 (SHT) original (full) |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-sht-original-full.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/video-anomaly-detection-on-shanghaitech-sht-original-full.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 | 85.9 | Not recorded | 6a0fe326f984739ed6739e71 |
| SeeKer | 85.5 | Not recorded | 6a0fe326f984739ed6739e71 |
| TrajVAD-T | 84.9 | Not recorded | 6a0fe326f984739ed6739e71 |
| TSGAD | 80.6 | Not recorded | 6a0fe326f984739ed6739e71 |
| GEPC | 76.1 | Not recorded | 6a0fe326f984739ed6739e71 |
| MTP | 76 | Not recorded | 6a0fe326f984739ed6739e71 |
| MPED-RNN | 73.4 | Not recorded | 6a0fe326f984739ed6739e71 |
| TSGAD-Traj | 67.8 | Not recorded | 6a0fe326f984739ed6739e71 |

### TrajVAD-P

AUROC: 88.6. Result ID: 6a100c6dfbc373592c08cafd.

[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: 85.9. Result ID: 6a100c6dfbc373592c08cafa.

[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: 85.5. Result ID: 6a100c6dfbc373592c08cafb.

[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: 84.9. Result ID: 6a100c6dfbc373592c08cafc.

[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: 80.6. Result ID: 6a100c6dfbc373592c08caf9.

[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.

### GEPC

AUROC: 76.1. Result ID: 6a100c6dfbc373592c08caf7.

[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.

### MTP

AUROC: 76. Result ID: 6a100c6dfbc373592c08caf6.

[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.

### MPED-RNN

AUROC: 73.4. Result ID: 6a100c6dfbc373592c08caf5.

[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.

### TSGAD-Traj

AUROC: 67.8. Result ID: 6a100c6dfbc373592c08caf8.

[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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