# Online Dense Video Understanding on ODV-Bench Static

Source: [Online Dense Video Understanding on ODV-Bench Static](<https://www.sota2.com/research/sota/online-dense-video-understanding-on-odv-bench-static>)

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

Data updated: 2026-05-11T10:39:53.301Z

Evaluation of model performance on the ODV-Bench Static dataset for Online Dense Video Understanding, measured by the primary Score metric.

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 | Online Dense Video Understanding |
| Dataset (including any stated split) | ODV-Bench Static |
| Metric | Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Score](<https://www.sota2.com/research/sota/online-dense-video-understanding-on-odv-bench-static.md?metric=Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| SAVEMem | 57 | Not recorded | 6a0162c2dbc836b87d8233d0 |
| Qwen2.5-VL-7B | 48.3 | Not recorded | 6a0162c2dbc836b87d8233d0 |
| SAVEMem | 47.9 | Not recorded | 6a0162c2dbc836b87d8233d0 |
| Qwen2.5-VL-3B | 46 | Not recorded | 6a0162c2dbc836b87d8233d0 |
| LLaVA-OV | 34.2 | Not recorded | 6a0162c2dbc836b87d8233d0 |
| Dispider | 32.5 | Not recorded | 6a0162c2dbc836b87d8233d0 |
| LongVA | 31.8 | Not recorded | 6a0162c2dbc836b87d8233d0 |
| Flash-VStream | 24.8 | Not recorded | 6a0162c2dbc836b87d8233d0 |

### SAVEMem

Score: 57. Result ID: 6a01b08f47f34ce924e44360.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233d0.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B

Score: 48.3. Result ID: 6a01b08f47f34ce924e4435f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

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

### SAVEMem

Score: 47.9. Result ID: 6a01b08f47f34ce924e4435e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233d0.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction.

### Qwen2.5-VL-3B

Score: 46. Result ID: 6a01b08f47f34ce924e4435d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

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

### LLaVA-OV

Score: 34.2. Result ID: 6a01b08f47f34ce924e4435a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e58.md>)

[Implementation](<https://llava-vl.github.io/blog/llava-onevision>)

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

### Dispider

Score: 32.5. Result ID: 6a01b08f47f34ce924e4435c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767f1e209131cea6d744.md>)

[Implementation](<https://github.com/Mark12Ding/Dispider>)

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

### LongVA

Score: 31.8. Result ID: 6a01b08f47f34ce924e44359.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ea1e209131cea5edfe.md>)

[Implementation](<https://github.com/EvolvingLMMs-Lab/LongVA>)

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

### Flash-VStream

Score: 24.8. Result ID: 6a01b08f47f34ce924e4435b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ea1e209131cea5ede6.md>)

[Implementation](<https://invinciblwyq.github.io/vstream-page>)

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

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