# Video-to-Text Retrieval on Study-level 4,828 studies (test)

Source: [Video-to-Text Retrieval on Study-level 4,828 studies (test)](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-study-level-4-828-studies-test>)

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

Data updated: 2026-03-19T09:51:31.315Z

Evaluation of Video-to-Text Retrieval performance on the test split of the Study-level 4,828 studies dataset, measured using standard retrieval metrics like Recall@K, Mean Rank, and Median Rank.

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-to-Text Retrieval |
| Dataset (including any stated split) | Study-level 4,828 studies (test) |
| Metric | Recall@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Recall@1](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-study-level-4-828-studies-test.md?metric=Recall%401>): Higher is better; unit: PERCENT.

- [Recall@5](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-study-level-4-828-studies-test.md?metric=Recall%405>): Higher is better; unit: PERCENT.

- [Recall@10](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-study-level-4-828-studies-test.md?metric=Recall%4010>): Higher is better; unit: PERCENT.

- [Recall@25](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-study-level-4-828-studies-test.md?metric=Recall%4025>): Higher is better; unit: PERCENT.

- [Recall@50](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-study-level-4-828-studies-test.md?metric=Recall%4050>): Higher is better; unit: PERCENT.

- [Mean Rank](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-study-level-4-828-studies-test.md?metric=Mean%20Rank>): Lower is better; unit: SCALAR.

- [Median Rank](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-study-level-4-828-studies-test.md?metric=Median%20Rank>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Recall@1 | Result date | Report paper |
| --- | --- | --- | --- |
| DeepCORO-CLIP | 5.34 | Not recorded | 69bb83290636e5bf4afc1c20 |

### DeepCORO-CLIP

Recall@1: 5.34. Result ID: 69bbc71c47f34ce924a61fab.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83290636e5bf4afc1c20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bb83290636e5bf4afc1c20.md>)

Recorded evaluation configuration: {"retrieval\_direction":"Video to Text (V2T)","aggregation\_level":"Study-level"}. This record does not assert independent reproduction.

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