# Video Anomaly Detection on UCF-Crime standard (test)

Source: [Video Anomaly Detection on UCF-Crime standard (test)](<https://www.sota2.com/research/sota/video-anomaly-detection-on-ucf-crime-standard-test>)

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

Data updated: 2026-02-26T05:45:33.197Z

Evaluation of Video Anomaly Detection performance using the test split of the UCF-Crime dataset, measured by Frame-Level AUC.

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) | UCF-Crime standard (test) |
| Metric | Frame-Level AUC |
| Unit | PERCENT |
| 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

- [Frame-Level AUC](<https://www.sota2.com/research/sota/video-anomaly-detection-on-ucf-crime-standard-test.md?metric=Frame-Level%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Frame-Level AUC | Result date | Report paper |
| --- | --- | --- | --- |
| VadCLIP | 88.02 | Not recorded | 68fa7a091e209131cea80b59 |
| ProDisc-VAD | 87.12 | Not recorded | 68fa7a091e209131cea80b59 |
| CUPL | 86.22 | Not recorded | 68fa7a091e209131cea80b59 |
| Cho et al. | 86.01 | Not recorded | 68fa7a091e209131cea80b59 |
| S3R | 85.99 | Not recorded | 68fa7a091e209131cea80b59 |
| DAR | 85.18 | Not recorded | 68fa7a091e209131cea80b59 |
| RTFM | 84.3 | Not recorded | 68fa7a091e209131cea80b59 |
| RTFM | 83.28 | Not recorded | 68fa7a091e209131cea80b59 |
| CLAWS | 83.03 | Not recorded | 68fa7a091e209131cea80b59 |
| MIST | 82.03 | Not recorded | 68fa7a091e209131cea80b59 |
| Zhong et al. | 81.08 | Not recorded | 68fa7a091e209131cea80b59 |
| AnyAnomaly | 80.7 | Not recorded | 68fa7b741e209131cea889a5 |
| MULDE | 78.5 | Not recorded | 68fa7b741e209131cea889a5 |
| Sultani et al. | 77.92 | Not recorded | 68fa7a091e209131cea80b59 |
| AnyAnomaly | 77.8 | Not recorded | 68fa7b741e209131cea889a5 |
| FPDM | 74.7 | Not recorded | 68fa7b741e209131cea889a5 |
| AccI-VAD | 60.3 | Not recorded | 68fa7b741e209131cea889a5 |

### VadCLIP

Frame-Level AUC: 88.02. Result ID: 698b6a787a967eddb76e644d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71751e209131cea51573.md>)

[Implementation](<https://github.com/nwpu-zxr/VadCLIP>)

Recorded evaluation configuration: {"Reference":"AAAI24","Feature":"ViT-B/16"}. This record does not assert independent reproduction.

### ProDisc-VAD

Frame-Level AUC: 87.12. Result ID: 698b6a787a967eddb76e644e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

[Implementation](<https://github.com/modadundun/ProDisc-VAD>)

Recorded evaluation configuration: {"Reference":"This work","Feature":"ViT-B/16"}. This record does not assert independent reproduction.

### CUPL

Frame-Level AUC: 86.22. Result ID: 698b6a787a967eddb76e644c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2b1e209131cea3e4d4.md>)

Recorded evaluation configuration: {"Reference":"CVPR23","Feature":"I3D"}. This record does not assert independent reproduction.

### Cho et al.

Frame-Level AUC: 86.01. Result ID: 698b6a787a967eddb76e644b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

Recorded evaluation configuration: {"Reference":"CVPR23","Feature":"I3D"}. This record does not assert independent reproduction.

### S3R

Frame-Level AUC: 85.99. Result ID: 698b6a787a967eddb76e6449.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

Recorded evaluation configuration: {"Reference":"ECCV22","Feature":"I3D"}. This record does not assert independent reproduction.

### DAR

Frame-Level AUC: 85.18. Result ID: 698b6a787a967eddb76e644a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

Recorded evaluation configuration: {"Reference":"TIFS22","Feature":"I3D"}. This record does not assert independent reproduction.

### RTFM

Frame-Level AUC: 84.3. Result ID: 698b6a787a967eddb76e6448.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea28a0f.md>)

Recorded evaluation configuration: {"Reference":"ICCV21","Feature":"I3D"}. This record does not assert independent reproduction.

### RTFM

Frame-Level AUC: 83.28. Result ID: 698b6a787a967eddb76e6447.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea28a0f.md>)

Recorded evaluation configuration: {"Reference":"ICCV21","Feature":"C3D"}. This record does not assert independent reproduction.

### CLAWS

Frame-Level AUC: 83.03. Result ID: 698b6a787a967eddb76e6445.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7c1e209131cea28893.md>)

Recorded evaluation configuration: {"Reference":"ECCV20","Feature":"C3D"}. This record does not assert independent reproduction.

### MIST

Frame-Level AUC: 82.03. Result ID: 698b6a787a967eddb76e6446.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b51e209131cea239f2.md>)

Recorded evaluation configuration: {"Reference":"CVPR21","Feature":"I3D"}. This record does not assert independent reproduction.

### Zhong et al.

Frame-Level AUC: 81.08. Result ID: 698b6a787a967eddb76e6444.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65871e209131cea0ae1a.md>)

[Implementation](<https://github.com/jx-zhong-for-academic-purpose/GCN-Anomaly-Detection>)

Recorded evaluation configuration: {"Reference":"CVPR19","Feature":"C3D"}. This record does not assert independent reproduction.

### AnyAnomaly

Frame-Level AUC: 80.7. Result ID: 698c5a4237894ef7d9cdc11a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b741e209131cea889a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b741e209131cea889a5.md>)

[Implementation](<https://www.sota2.com/github.com/SkiddieAhn/Paper-AnyAnomaly>)

Recorded evaluation configuration: {"Zero-shot":true,"Context-aware":true}. This record does not assert independent reproduction.

### MULDE

Frame-Level AUC: 78.5. Result ID: 698c5a4237894ef7d9cdc117.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b741e209131cea889a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729e1e209131cea57927.md>)

Recorded evaluation configuration: {"Zero-shot":false}. This record does not assert independent reproduction.

### Sultani et al.

Frame-Level AUC: 77.92. Result ID: 698b6a787a967eddb76e6443.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65651e209131cea09f71.md>)

[Implementation](<https://webpages.uncc.edu/cchen62/dataset.html>)

Recorded evaluation configuration: {"Reference":"CVPR18","Feature":"I3D"}. This record does not assert independent reproduction.

### AnyAnomaly

Frame-Level AUC: 77.8. Result ID: 698c5a4237894ef7d9cdc119.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b741e209131cea889a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b741e209131cea889a5.md>)

[Implementation](<https://www.sota2.com/github.com/SkiddieAhn/Paper-AnyAnomaly>)

Recorded evaluation configuration: {"Zero-shot":true,"Context-aware":false}. This record does not assert independent reproduction.

### FPDM

Frame-Level AUC: 74.7. Result ID: 698c5a4237894ef7d9cdc116.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b741e209131cea889a5.md>)

Recorded evaluation configuration: {"Zero-shot":false}. This record does not assert independent reproduction.

### AccI-VAD

Frame-Level AUC: 60.3. Result ID: 698c5a4237894ef7d9cdc118.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b741e209131cea889a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb31.md>)

[Implementation](<https://github.com/talreiss/Accurate-Interpretable-VAD>)

Recorded evaluation configuration: {"Zero-shot":false}. This record does not assert independent reproduction.

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