# Textual Query-driven Video Summarization on UTE Textual Query 1.0 (Video-4)

Source: [Textual Query-driven Video Summarization on UTE Textual Query 1.0 (Video-4)](<https://www.sota2.com/research/sota/textual-query-driven-video-summarization-on-ute-textual-query-1-0-video-4>)

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

Data updated: 2026-02-26T05:58:20.814Z

Evaluation of models generating video summaries conditioned on specific textual queries, using the UTE Textual Query 1.0 (Video-4) dataset, 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 Textual Query 1.0 (Video-4) |
| 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-textual-query-1-0-video-4.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/textual-query-driven-video-summarization-on-ute-textual-query-1-0-video-4.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/textual-query-driven-video-summarization-on-ute-textual-query-1-0-video-4.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| Nalla et al. | 37.4 | Not recorded | 68fa6c1d1e209131cea32513 |
| QSAN | 30.54 | Not recorded | 68fa6c1d1e209131cea32513 |
| IntentVizor | 28.24 | Not recorded | 68fa6c1d1e209131cea32513 |
| HVN | 26.27 | Not recorded | 68fa6c1d1e209131cea32513 |
| CHAN | 25.23 | Not recorded | 68fa6c1d1e209131cea32513 |
| QC-DPP | 21.39 | Not recorded | 68fa6c1d1e209131cea32513 |

### Nalla et al.

Precision: 37.4. Result ID: 698ede31ffc3901de0a271ac.

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

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

### QSAN

Precision: 30.54. Result ID: 698ede31ffc3901de0a271ab.

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

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

### IntentVizor

Precision: 28.24. Result ID: 698ede31ffc3901de0a271ad.

[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.

### HVN

Precision: 26.27. Result ID: 698ede31ffc3901de0a271aa.

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

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

### CHAN

Precision: 25.23. Result ID: 698ede31ffc3901de0a271a9.

[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.

### QC-DPP

Precision: 21.39. Result ID: 698ede31ffc3901de0a271a8.

[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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