# Video Corpus Moment Retrieval on TVR 1.0 (test-public)

Source: [Video Corpus Moment Retrieval on TVR 1.0 (test-public)](<https://www.sota2.com/research/sota/video-corpus-moment-retrieval-on-tvr-1-0-test-public>)

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

Data updated: 2026-02-27T06:29:53.086Z

Evaluation of Video Corpus Moment Retrieval performance on the test-public split of the TVR 1.0 dataset, measured using R@K metrics calculated specifically at IoU thresholds of 0.5 and 0.7, and system runtime.

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 Corpus Moment Retrieval |
| Dataset (including any stated split) | TVR 1.0 (test-public) |
| Metric | Recall@1 (IoU=0.5) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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 (IoU=0.5)](<https://www.sota2.com/research/sota/video-corpus-moment-retrieval-on-tvr-1-0-test-public.md?metric=Recall%401%20(IoU%3D0.5)>): Higher is better; unit: PERCENT.

- [Recall@5 (IoU=0.5)](<https://www.sota2.com/research/sota/video-corpus-moment-retrieval-on-tvr-1-0-test-public.md?metric=Recall%405%20(IoU%3D0.5)>): Higher is better; unit: PERCENT.

- [Recall@10 (IoU=0.5)](<https://www.sota2.com/research/sota/video-corpus-moment-retrieval-on-tvr-1-0-test-public.md?metric=Recall%4010%20(IoU%3D0.5)>): Higher is better; unit: PERCENT.

- [Recall@100 (IoU=0.5)](<https://www.sota2.com/research/sota/video-corpus-moment-retrieval-on-tvr-1-0-test-public.md?metric=Recall%40100%20(IoU%3D0.5)>): Higher is better; unit: PERCENT.

- [Recall@1 (IoU=0.7)](<https://www.sota2.com/research/sota/video-corpus-moment-retrieval-on-tvr-1-0-test-public.md?metric=Recall%401%20(IoU%3D0.7)>): Higher is better; unit: PERCENT.

- [Recall@5 (IoU=0.7)](<https://www.sota2.com/research/sota/video-corpus-moment-retrieval-on-tvr-1-0-test-public.md?metric=Recall%405%20(IoU%3D0.7)>): Higher is better; unit: PERCENT.

- [Recall@10 (IoU=0.7)](<https://www.sota2.com/research/sota/video-corpus-moment-retrieval-on-tvr-1-0-test-public.md?metric=Recall%4010%20(IoU%3D0.7)>): Higher is better; unit: PERCENT.

- [Recall@100 (IoU=0.7)](<https://www.sota2.com/research/sota/video-corpus-moment-retrieval-on-tvr-1-0-test-public.md?metric=Recall%40100%20(IoU%3D0.7)>): Higher is better; unit: PERCENT.

- [Runtime (seconds)](<https://www.sota2.com/research/sota/video-corpus-moment-retrieval-on-tvr-1-0-test-public.md?metric=Runtime%20(seconds)>): Lower is better; unit: TIME.

## Recorded results

| Method | Recall@1 (IoU=0.5) | Result date | Report paper |
| --- | --- | --- | --- |
| XML | 7.25 | Not recorded | 68fa68281e209131cea1a5d3 |
| MEE+CAL | 0.97 | Not recorded | 68fa68281e209131cea1a5d3 |
| MEE+MCN | 0.92 | Not recorded | 68fa68281e209131cea1a5d3 |
| MEE+ExCL | 0.92 | Not recorded | 68fa68281e209131cea1a5d3 |
| CAL | 0.09 | Not recorded | 68fa68281e209131cea1a5d3 |
| MCN | 0.02 | Not recorded | 68fa68281e209131cea1a5d3 |
| Chance | 0 | Not recorded | 68fa68281e209131cea1a5d3 |

### XML

Recall@1 (IoU=0.5): 7.25. Result ID: 69a139c835dfcabb00e59dff.

[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":true,"w/ sub.":true}. This record does not assert independent reproduction.

### MEE+CAL

Recall@1 (IoU=0.5): 0.97. Result ID: 69a139c835dfcabb00e59dfd.

[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":true,"w/ sub.":true}. This record does not assert independent reproduction.

### MEE+MCN

Recall@1 (IoU=0.5): 0.92. Result ID: 69a139c835dfcabb00e59dfc.

[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":true,"w/ sub.":true}. This record does not assert independent reproduction.

### MEE+ExCL

Recall@1 (IoU=0.5): 0.92. Result ID: 69a139c835dfcabb00e59dfe.

[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":true,"w/ sub.":true}. This record does not assert independent reproduction.

### CAL

Recall@1 (IoU=0.5): 0.09. Result ID: 69a139c835dfcabb00e59dfb.

[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":true,"w/ sub.":true}. This record does not assert independent reproduction.

### MCN

Recall@1 (IoU=0.5): 0.02. Result ID: 69a139c835dfcabb00e59dfa.

[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":true,"w/ sub.":true}. This record does not assert independent reproduction.

### Chance

Recall@1 (IoU=0.5): 0. Result ID: 69a139c835dfcabb00e59df9.

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

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

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