# Video demonstration retrieval on COIN CT (Gardening) (test)

Source: [Video demonstration retrieval on COIN CT (Gardening) (test)](<https://www.sota2.com/research/sota/video-demonstration-retrieval-on-coin-ct-gardening-test>)

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

Data updated: 2026-04-07T07:15:44.497Z

Evaluation of Video demonstration retrieval performance on the test split of the COIN CT (Gardening) dataset, measured using MR and R@50.

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 demonstration retrieval |
| Dataset (including any stated split) | COIN CT (Gardening) (test) |
| Metric | MR (Mean Rank) |
| Unit | SCALAR |
| Direction | Lower 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

- [MR (Mean Rank)](<https://www.sota2.com/research/sota/video-demonstration-retrieval-on-coin-ct-gardening-test.md?metric=MR%20(Mean%20Rank)>): Lower is better; unit: SCALAR.

- [R@50 (Recall@50)](<https://www.sota2.com/research/sota/video-demonstration-retrieval-on-coin-ct-gardening-test.md?metric=R%4050%20(Recall%4050)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MR (Mean Rank) | Result date | Report paper |
| --- | --- | --- | --- |
| Stitch-a-Demo | 25 | Not recorded | 68fa77841e209131cea73c59 |
| CoVR | 26 | Not recorded | 68fa77841e209131cea73c59 |
| VidDetours | 40 | Not recorded | 68fa77841e209131cea73c59 |
| InternVideo | 45 | Not recorded | 68fa77841e209131cea73c59 |
| Text-only | 58 | Not recorded | 68fa77841e209131cea73c59 |
| Recipe2Video | 76 | Not recorded | 68fa77841e209131cea73c59 |

### Stitch-a-Demo

MR (Mean Rank): 25. Result ID: 69d4ad6047f34ce924bbff17.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

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

### CoVR

MR (Mean Rank): 26. Result ID: 69d4ad6047f34ce924bbff12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77af1e209131cea74b9e.md>)

[Implementation](<https://imagine.enpc.fr/~ventural/covr>)

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

### VidDetours

MR (Mean Rank): 40. Result ID: 69d4ad6047f34ce924bbff13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

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

### InternVideo

MR (Mean Rank): 45. Result ID: 69d4ad6047f34ce924bbff15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfc3.md>)

[Implementation](<https://github.com/OpenGVLab/InternVideo>)

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

### Text-only

MR (Mean Rank): 58. Result ID: 69d4ad6047f34ce924bbff14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

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

### Recipe2Video

MR (Mean Rank): 76. Result ID: 69d4ad6047f34ce924bbff16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77841e209131cea73c59.md>)

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

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