# Video Anomaly Detection on UBn-HR 1 (test)

Source: [Video Anomaly Detection on UBn-HR 1 (test)](<https://www.sota2.com/research/sota/video-anomaly-detection-on-ubn-hr-1-test>)

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

Data updated: 2026-05-22T07:57:37.689Z

Evaluation of Video Anomaly Detection performance on the test split of the UBn-HR 1 dataset, measured using 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) | UBn-HR 1 (test) |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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-ubn-hr-1-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/video-anomaly-detection-on-ubn-hr-1-test.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| SeeKer | 78.9 | Not recorded | 6a0fe326f984739ed6739e71 |
| TrajVAD-P | 73.8 | Not recorded | 6a0fe326f984739ed6739e71 |
| STG-NF | 71.5 | Not recorded | 6a0fe326f984739ed6739e71 |
| GiCiSAD | 68.8 | Not recorded | 6a0fe326f984739ed6739e71 |
| MoCoDAD | 68.4 | Not recorded | 6a0fe326f984739ed6739e71 |
| TrajREC | 68.2 | Not recorded | 6a0fe326f984739ed6739e71 |
| TrajVAD-T | 68 | Not recorded | 6a0fe326f984739ed6739e71 |
| COSKAD | 65.5 | Not recorded | 6a0fe326f984739ed6739e71 |
| MPED-RNN | 61.2 | Not recorded | 6a0fe326f984739ed6739e71 |
| GEPC | 55.2 | Not recorded | 6a0fe326f984739ed6739e71 |
| BiPOCO | 52.3 | Not recorded | 6a0fe326f984739ed6739e71 |

### SeeKer

AUROC: 78.9. Result ID: 6a100c6dfbc373592c08cb22.

[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-P

AUROC: 73.8. Result ID: 6a100c6dfbc373592c08cb24.

[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.

### STG-NF

AUROC: 71.5. Result ID: 6a100c6dfbc373592c08cb21.

[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.

### GiCiSAD

AUROC: 68.8. Result ID: 6a100c6dfbc373592c08cb1f.

[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.

### MoCoDAD

AUROC: 68.4. Result ID: 6a100c6dfbc373592c08cb20.

[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.

### TrajREC

AUROC: 68.2. Result ID: 6a100c6dfbc373592c08cb1e.

[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.

### TrajVAD-T

AUROC: 68. Result ID: 6a100c6dfbc373592c08cb23.

[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.

### COSKAD

AUROC: 65.5. Result ID: 6a100c6dfbc373592c08cb1d.

[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.

### MPED-RNN

AUROC: 61.2. Result ID: 6a100c6dfbc373592c08cb1c.

[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.

### GEPC

AUROC: 55.2. Result ID: 6a100c6dfbc373592c08cb1b.

[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.

### BiPOCO

AUROC: 52.3. Result ID: 6a100c6dfbc373592c08cb1a.

[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.

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