# Smell-to-Vision Retrieval on SmellNet-V (test)

Source: [Smell-to-Vision Retrieval on SmellNet-V (test)](<https://www.sota2.com/research/sota/smell-to-vision-retrieval-on-smellnet-v-test>)

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

Data updated: 2026-06-26T09:11:15.064Z

Evaluation of Smell-to-Vision Retrieval performance on the test split of the SmellNet-V dataset, reporting R@1, R@5, and R@10 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 | Smell-to-Vision Retrieval |
| Dataset (including any stated split) | SmellNet-V (test) |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/smell-to-vision-retrieval-on-smellnet-v-test.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/smell-to-vision-retrieval-on-smellnet-v-test.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/smell-to-vision-retrieval-on-smellnet-v-test.md?metric=R%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| See & Sniff | 56.14 | Not recorded | 6a3e07d1206542251d7cb77e |
| Ours-Local | 53.65 | Not recorded | 6a3e07d1206542251d7cb77e |
| Global-CLIP | 53.28 | Not recorded | 6a3e07d1206542251d7cb77e |
| Ours-Global | 50.97 | Not recorded | 6a3e07d1206542251d7cb77e |

### See & Sniff

R@1: 56.14. Result ID: 6a3e422dfbc373592c60e6b2.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

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

### Ours-Local

R@1: 53.65. Result ID: 6a3e422dfbc373592c60e6b1.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

Recorded evaluation configuration: {"Alignment":"Local"}. This record does not assert independent reproduction.

### Global-CLIP

R@1: 53.28. Result ID: 6a3e422dfbc373592c60e6af.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

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

### Ours-Global

R@1: 50.97. Result ID: 6a3e422dfbc373592c60e6b0.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07d1206542251d7cb77e.md>)

Recorded evaluation configuration: {"Alignment":"Global"}. This record does not assert independent reproduction.

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