# Textual Query-driven Video Summarization on UTE 1.0 (Video-2)

Source: [Textual Query-driven Video Summarization on UTE 1.0 (Video-2)](<https://www.sota2.com/research/sota/textual-query-driven-video-summarization-on-ute-1-0-video-2>)

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

Data updated: 2026-02-26T05:58:20.771Z

Evaluation of models generating video summaries conditioned on specific textual queries, using the UTE 1.0 (Video-2) dataset, typically measured using Precision, Recall, and F1 scores.

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 | Textual Query-driven Video Summarization |
| Dataset (including any stated split) | UTE 1.0 (Video-2) |
| Metric | Precision |
| Unit | PERCENT |
| 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

- [Precision](<https://www.sota2.com/research/sota/textual-query-driven-video-summarization-on-ute-1-0-video-2.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/textual-query-driven-video-summarization-on-ute-1-0-video-2.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/textual-query-driven-video-summarization-on-ute-1-0-video-2.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| IntentVizor | 0.5043 | Not recorded | 68fa6c1d1e209131cea32513 |
| Nalla et al. | 0.4812 | Not recorded | 68fa6c1d1e209131cea32513 |
| QSAN | 0.4651 | Not recorded | 68fa6c1d1e209131cea32513 |
| CHAN | 0.4592 | Not recorded | 68fa6c1d1e209131cea32513 |
| HVN | 0.3866 | Not recorded | 68fa6c1d1e209131cea32513 |
| QC-DPP | 0.3371 | Not recorded | 68fa6c1d1e209131cea32513 |

### IntentVizor

Precision: 0.5043. Result ID: 698ede31ffc3901de0a271a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32513.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32513.md>)

[Implementation](<https://github.com/jnzs1836/intent-vizor>)

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

### Nalla et al.

Precision: 0.4812. Result ID: 698ede31ffc3901de0a271a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32513.md>)

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

### QSAN

Precision: 0.4651. Result ID: 698ede31ffc3901de0a2719f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32513.md>)

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

### CHAN

Precision: 0.4592. Result ID: 698ede31ffc3901de0a2719d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32513.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701b1e209131cea490e1.md>)

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

### HVN

Precision: 0.3866. Result ID: 698ede31ffc3901de0a2719e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32513.md>)

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

### QC-DPP

Precision: 0.3371. Result ID: 698ede31ffc3901de0a2719c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32513.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63851e209131ce9ff3ab.md>)

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

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