# Video-to-Text Retrieval on MSR-VTT 1K (val)

Source: [Video-to-Text Retrieval on MSR-VTT 1K (val)](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-msr-vtt-1k-val>)

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

Data updated: 2026-02-26T05:59:23.240Z

Evaluation of Video-to-Text Retrieval performance using the MSR-VTT 1K validation set, measured by R@1, R@5, R@10, and Median Rank (MdR).

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) | MSR-VTT 1K (val) |
| Metric | R@1 |
| 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

- [R@1](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-msr-vtt-1k-val.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-msr-vtt-1k-val.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-msr-vtt-1k-val.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [MdR](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-msr-vtt-1k-val.md?metric=MdR>): Lower is better; unit: SCALAR.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Weighted Token-wise Interaction (WTI) | 0.562 | Not recorded | 68fa6c001e209131cea31966 |
| Weighted Token-wise Interaction (WTI) | 0.489 | Not recorded | 68fa6c001e209131cea31966 |
| Weighted Token-wise Interaction (WTI) | 0.453 | Not recorded | 68fa6c001e209131cea31966 |
| CLIP4Clip | 0.427 | Not recorded | 68fa6c001e209131cea31966 |
| MDMMT | 0.27 | Not recorded | 68fa6c001e209131cea31966 |
| SUPPORT | 0.266 | Not recorded | 68fa6c001e209131cea31966 |

### Weighted Token-wise Interaction (WTI)

R@1: 0.562. Result ID: 698eb91cffc3901de0a01ce1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31966.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31966.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Normalization":"QB-Norm"}. This record does not assert independent reproduction.

### Weighted Token-wise Interaction (WTI)

R@1: 0.489. Result ID: 698eb91cffc3901de0a01ce0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31966.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31966.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### Weighted Token-wise Interaction (WTI)

R@1: 0.453. Result ID: 698eb91cffc3901de0a01cdf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31966.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31966.md>)

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

### CLIP4Clip

R@1: 0.427. Result ID: 698eb91cffc3901de0a01cde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31966.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69e61e209131cea24b15.md>)

[Implementation](<https://github.com/ArrowLuo/CLIP4Clip>)

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

### MDMMT

R@1: 0.27. Result ID: 698eb91cffc3901de0a01cdc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31966.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680d1e209131cea19dc1.md>)

[Implementation](<http://thoth.inrialpes.fr/research/MMT>)

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

### SUPPORT

R@1: 0.266. Result ID: 698eb91cffc3901de0a01cdd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31966.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa691b1e209131cea2044f.md>)

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

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