# Video Retrieval on TVR (val)

Source: [Video Retrieval on TVR (val)](<https://www.sota2.com/research/sota/video-retrieval-on-tvr-val>)

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

Data updated: 2026-02-27T06:29:53.018Z

Evaluation of Video Retrieval performance on the validation split of the TVR dataset, measured using R@K metrics.

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 Retrieval |
| Dataset (including any stated split) | TVR (val) |
| Metric | R@1 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-retrieval-on-tvr-val.md?metric=R%401>): Higher is better; unit: SCALAR.

- [R@5](<https://www.sota2.com/research/sota/video-retrieval-on-tvr-val.md?metric=R%405>): Higher is better; unit: SCALAR.

- [R@10](<https://www.sota2.com/research/sota/video-retrieval-on-tvr-val.md?metric=R%4010>): Higher is better; unit: SCALAR.

- [R@100](<https://www.sota2.com/research/sota/video-retrieval-on-tvr-val.md?metric=R%40100>): Higher is better; unit: SCALAR.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| XML | 16.54 | Not recorded | 68fa68281e209131cea1a5d3 |
| XML (TEF) | 16.08 | Not recorded | 68fa68281e209131cea1a5d3 |
| MEE | 7.56 | Not recorded | 68fa68281e209131cea1a5d3 |
| CAL | 0.28 | Not recorded | 68fa68281e209131cea1a5d3 |
| MCN (TEF) | 0.07 | Not recorded | 68fa68281e209131cea1a5d3 |
| CAL (TEF) | 0.06 | Not recorded | 68fa68281e209131cea1a5d3 |
| MCN | 0.05 | Not recorded | 68fa68281e209131cea1a5d3 |
| Chance | 0.03 | Not recorded | 68fa68281e209131cea1a5d3 |

### XML

R@1: 16.54. Result ID: 69a139c835dfcabb00e59df3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5d3.md>)

[Implementation](<https://tvr.cs.unc.edu/>)

Recorded evaluation configuration: {"w/ video":"✓","w/ sub.":"✓"}. This record does not assert independent reproduction.

### XML (TEF)

R@1: 16.08. Result ID: 69a139c835dfcabb00e59df4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5d3.md>)

[Implementation](<https://tvr.cs.unc.edu/>)

Recorded evaluation configuration: {"w/ video":"✓","w/ sub.":"✓"}. This record does not assert independent reproduction.

### MEE

R@1: 7.56. Result ID: 69a139c835dfcabb00e59df2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ed1e209131cea13420.md>)

[Implementation](<https://github.com/antoine77340/Mixture-of-Embedding-Experts>)

Recorded evaluation configuration: {"w/ video":"✓","w/ sub.":"✓"}. This record does not assert independent reproduction.

### CAL

R@1: 0.28. Result ID: 69a139c835dfcabb00e59df0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be21e209131cea30df4.md>)

Recorded evaluation configuration: {"w/ video":"✓","w/ sub.":"✓"}. This record does not assert independent reproduction.

### MCN (TEF)

R@1: 0.07. Result ID: 69a139c835dfcabb00e59def.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7b3.md>)

Recorded evaluation configuration: {"w/ video":"✓","w/ sub.":"✓"}. This record does not assert independent reproduction.

### CAL (TEF)

R@1: 0.06. Result ID: 69a139c835dfcabb00e59df1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be21e209131cea30df4.md>)

Recorded evaluation configuration: {"w/ video":"✓","w/ sub.":"✓"}. This record does not assert independent reproduction.

### MCN

R@1: 0.05. Result ID: 69a139c835dfcabb00e59dee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7b3.md>)

Recorded evaluation configuration: {"w/ video":"✓","w/ sub.":"✓"}. This record does not assert independent reproduction.

### Chance

R@1: 0.03. Result ID: 69a139c835dfcabb00e59ded.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5d3.md>)

Recorded evaluation configuration: {"w/ video":"-","w/ sub.":"-"}. This record does not assert independent reproduction.

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