# Video Anomaly Description on CUVA 1.0 (test)

Source: [Video Anomaly Description on CUVA 1.0 (test)](<https://www.sota2.com/research/sota/video-anomaly-description-on-cuva-1-0-test>)

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

Data updated: 2026-03-30T06:19:08.536Z

Evaluation of the model's ability to generate descriptive text for anomalies present in the CUVA 1.0 dataset (test split).

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 Description |
| Dataset (including any stated split) | CUVA 1.0 (test) |
| Metric | BLEU |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [BLEU](<https://www.sota2.com/research/sota/video-anomaly-description-on-cuva-1-0-test.md?metric=BLEU>): Higher is better; unit: SCALAR.

- [ROUGE](<https://www.sota2.com/research/sota/video-anomaly-description-on-cuva-1-0-test.md?metric=ROUGE>): Higher is better; unit: SCALAR.

- [BLEURT](<https://www.sota2.com/research/sota/video-anomaly-description-on-cuva-1-0-test.md?metric=BLEURT>): Higher is better; unit: SCALAR.

- [MoverScore](<https://www.sota2.com/research/sota/video-anomaly-description-on-cuva-1-0-test.md?metric=MoverScore>): Higher is better; unit: SCALAR.

- [UniEval](<https://www.sota2.com/research/sota/video-anomaly-description-on-cuva-1-0-test.md?metric=UniEval>): Higher is better; unit: SCALAR.

- [MMEval](<https://www.sota2.com/research/sota/video-anomaly-description-on-cuva-1-0-test.md?metric=MMEval>): Higher is better; unit: SCALAR.

## Recorded results

| Method | BLEU | Result date | Report paper |
| --- | --- | --- | --- |
| Otter | 1.07 | Not recorded | 68fa732a1e209131cea5adcd |
| PandaGPT | 0.66 | Not recorded | 68fa732a1e209131cea5adcd |
| Video-LLaMA | 0.6 | Not recorded | 68fa732a1e209131cea5adcd |
| mPLUG-owl | 0.55 | Not recorded | 68fa732a1e209131cea5adcd |
| Video-ChatGPT + A-Guardian | 0.55 | Not recorded | 68fa732a1e209131cea5adcd |
| Video-ChatGPT | 0.3 | Not recorded | 68fa732a1e209131cea5adcd |

### Otter

BLEU: 1.07. Result ID: 69ca143d47f34ce924b1e434.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a411e209131cea81f51.md>)

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

### PandaGPT

BLEU: 0.66. Result ID: 69ca143d47f34ce924b1e433.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7f1e209131cea46009.md>)

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

### Video-LLaMA

BLEU: 0.6. Result ID: 69ca143d47f34ce924b1e432.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e393.md>)

[Implementation](<https://github.com/DAMO-NLP-SG/Video-LLaMA>)

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

### mPLUG-owl

BLEU: 0.55. Result ID: 69ca143d47f34ce924b1e431.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ae1e209131cea57d83.md>)

[Implementation](<https://github.com/X-PLUG/mPLUG-Owl>)

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

### Video-ChatGPT + A-Guardian

BLEU: 0.55. Result ID: 69ca143d47f34ce924b1e436.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

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

### Video-ChatGPT

BLEU: 0.3. Result ID: 69ca143d47f34ce924b1e435.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73841e209131cea5ce32.md>)

[Implementation](<https://github.com/mbzuai-oryx/Video-ChatGPT>)

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

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