# Video Summarization on MovieChat-1K

Source: [Video Summarization on MovieChat-1K](<https://www.sota2.com/research/sota/video-summarization-on-moviechat-1k>)

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

Data updated: 2026-02-26T06:00:40.483Z

Evaluation of video summarization performance on the MovieChat-1K dataset, utilizing ROUGE scores (R-2, R-L) and METEOR.

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 Summarization |
| Dataset (including any stated split) | MovieChat-1K |
| Metric | ROUGE-2 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [ROUGE-2](<https://www.sota2.com/research/sota/video-summarization-on-moviechat-1k.md?metric=ROUGE-2>): Higher is better; unit: PERCENT.

- [ROUGE-L](<https://www.sota2.com/research/sota/video-summarization-on-moviechat-1k.md?metric=ROUGE-L>): Higher is better; unit: PERCENT.

- [METEOR](<https://www.sota2.com/research/sota/video-summarization-on-moviechat-1k.md?metric=METEOR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROUGE-2 | Result date | Report paper |
| --- | --- | --- | --- |
| MMViR | 4.27 | Not recorded | 69647fe753fdd5c36174474a |
| Hourvideo | 3.31 | Not recorded | 69647fe753fdd5c36174474a |
| VideoRecap | 1.12 | Not recorded | 69647fe753fdd5c36174474a |

### MMViR

ROUGE-2: 4.27. Result ID: 6997d4b35698665ec42c86e9.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe753fdd5c36174474a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69647fe753fdd5c36174474a.md>)

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

### Hourvideo

ROUGE-2: 3.31. Result ID: 6997d4b35698665ec42c86e7.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe753fdd5c36174474a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa759f1e209131cea6908c.md>)

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

### VideoRecap

ROUGE-2: 1.12. Result ID: 6997d4b35698665ec42c86e8.

[Reporting paper](<https://www.sota2.com/research/paper/69647fe753fdd5c36174474a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73311e209131cea5b079.md>)

[Implementation](<https://sites.google.com/view/vidrecap>)

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

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