# Video-to-Text Retrieval on MSR-VTT 1K-A 10K (test)

Source: [Video-to-Text Retrieval on MSR-VTT 1K-A 10K (test)](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-msr-vtt-1k-a-10k-test>)

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

Data updated: 2026-02-26T05:59:24.048Z

Evaluation of Video-to-Text Retrieval performance using the MSR-VTT 1K-A 10K test split, measured by R@1, R@5, R@10, Median Rank (MedR), and Sum of Ranks (SumR).

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-A 10K (test) |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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-a-10k-test.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-a-10k-test.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-a-10k-test.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [MedR](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-msr-vtt-1k-a-10k-test.md?metric=MedR>): Lower is better; unit: SCALAR.

- [SumR](<https://www.sota2.com/research/sota/video-to-text-retrieval-on-msr-vtt-1k-a-10k-test.md?metric=SumR>): Lower is better; unit: SCALAR.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| TMVM | 34.8 | Not recorded | 68fa6d801e209131cea3a1dd |
| HiT | 32.1 | Not recorded | 68fa6d801e209131cea3a1dd |
| DMM | 29.4 | Not recorded | 68fa6d801e209131cea3a1dd |
| AVLnet | 28.5 | Not recorded | 68fa6d801e209131cea3a1dd |
| SUPPORT\_SET | 28.5 | Not recorded | 68fa6d801e209131cea3a1dd |
| MMT | 27 | Not recorded | 68fa6d801e209131cea3a1dd |
| Dual Encoding | 21.7 | Not recorded | 68fa6d801e209131cea3a1dd |
| CE | 20.6 | Not recorded | 68fa6d801e209131cea3a1dd |
| HGR | 20.4 | Not recorded | 68fa6d801e209131cea3a1dd |
| HowTo100M | 16.8 | Not recorded | 68fa6d801e209131cea3a1dd |

### TMVM

R@1: 34.8. Result ID: 698fb5a33a6c314849fb4d50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d801e209131cea3a1dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d801e209131cea3a1dd.md>)

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

### HiT

R@1: 32.1. Result ID: 698fb5a33a6c314849fb4d4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d801e209131cea3a1dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28c3e.md>)

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

### DMM

R@1: 29.4. Result ID: 698fb5a33a6c314849fb4d4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d801e209131cea3a1dd.md>)

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

### AVLnet

R@1: 28.5. Result ID: 698fb5a33a6c314849fb4d48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d801e209131cea3a1dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a451e209131cea2736c.md>)

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

### SUPPORT\_SET

R@1: 28.5. Result ID: 698fb5a33a6c314849fb4d4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d801e209131cea3a1dd.md>)

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

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

### MMT

R@1: 27. Result ID: 698fb5a33a6c314849fb4d4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d801e209131cea3a1dd.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.

### Dual Encoding

R@1: 21.7. Result ID: 698fb5a33a6c314849fb4d4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d801e209131cea3a1dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694b1e209131cea214a4.md>)

[Implementation](<https://github.com/danieljf24/hybrid_space>)

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

### CE

R@1: 20.6. Result ID: 698fb5a33a6c314849fb4d4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d801e209131cea3a1dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67091e209131cea1404c.md>)

[Implementation](<https://www.sota2.com/www.robots.ox.ac.uk/~vgg/research/collaborative-experts/>)

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

### HGR

R@1: 20.4. Result ID: 698fb5a33a6c314849fb4d49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d801e209131cea3a1dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67221e209131cea148fa.md>)

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

### HowTo100M

R@1: 16.8. Result ID: 698fb5a33a6c314849fb4d47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d801e209131cea3a1dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa661f1e209131cea0e7d9.md>)

[Implementation](<https://www.di.ens.fr/willow/research/howto100m/>)

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

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