# Video demonstration retrieval on SaD-VD Cooking (test)

Source: [Video demonstration retrieval on SaD-VD Cooking (test)](<https://www.sota2.com/research/sota/video-demonstration-retrieval-on-sad-vd-cooking-test>)

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

Data updated: 2026-04-07T07:08:45.871Z

Evaluation of Video demonstration retrieval performance on the test split of the SaD-VD Cooking 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) | SaD-VD Cooking (test) |
| Metric | MR |
| 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](<https://www.sota2.com/research/sota/video-demonstration-retrieval-on-sad-vd-cooking-test.md?metric=MR>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | MR | Result date | Report paper |
| --- | --- | --- | --- |
| Stitch-a-Demo | 3.5 | Not recorded | 68fa77841e209131cea73c59 |
| InternVideo | 8 | Not recorded | 68fa77841e209131cea73c59 |
| Recipe2Video | 50 | Not recorded | 68fa77841e209131cea73c59 |
| Text-only | 76 | Not recorded | 68fa77841e209131cea73c59 |
| VidDetours | 80 | Not recorded | 68fa77841e209131cea73c59 |
| CoVR | 132 | Not recorded | 68fa77841e209131cea73c59 |

### Stitch-a-Demo

MR: 3.5. Result ID: 69d4ad6047f34ce924bbfef3.

[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.

### InternVideo

MR: 8. Result ID: 69d4ad6047f34ce924bbfef1.

[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.

### Recipe2Video

MR: 50. Result ID: 69d4ad6047f34ce924bbfef2.

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

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

### Text-only

MR: 76. Result ID: 69d4ad6047f34ce924bbfef0.

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

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

### VidDetours

MR: 80. Result ID: 69d4ad6047f34ce924bbfeef.

[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.

### CoVR

MR: 132. Result ID: 69d4ad6047f34ce924bbfeee.

[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.

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