# Image-to-text retrieval on MS-COCO (R@1, R@5, R@10)

Source: [Image-to-text retrieval on MS-COCO (R@1, R@5, R@10)](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-ms-coco-r-at-1-r-at-5-r-at-10>)

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

Data updated: 2026-06-30T08:09:25.866Z

Evaluation of Image-to-text Retrieval performance on the MS-COCO dataset, measured using 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 | Image-to-text retrieval |
| Dataset (including any stated split) | MS-COCO |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/image-to-text-retrieval-on-ms-coco-r-at-1-r-at-5-r-at-10.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-ms-coco-r-at-1-r-at-5-r-at-10.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-ms-coco-r-at-1-r-at-5-r-at-10.md?metric=R%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Cosine | 64.7 | Not recorded | 68fa79561e209131cea7d28b |
| Cosine | 51 | Not recorded | 68fa79561e209131cea7d28b |
| MLP (Contr.) | 27.2 | Not recorded | 68fa79561e209131cea7d28b |
| MLP (Contr.) | 4.9 | Not recorded | 68fa79561e209131cea7d28b |
| Transformer (Contr.) | 3.3 | Not recorded | 68fa79561e209131cea7d28b |

### Cosine

R@1: 64.7. Result ID: 6a43799cfbc373592c94403d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d28b.md>)

Recorded evaluation configuration: {"Feature Extractor":"BLIP"}. This record does not assert independent reproduction.

### Cosine

R@1: 51. Result ID: 6a43799cfbc373592c94403c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d28b.md>)

Recorded evaluation configuration: {"Feature Extractor":"CLIP"}. This record does not assert independent reproduction.

### MLP (Contr.)

R@1: 27.2. Result ID: 6a43799cfbc373592c94403e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d28b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d28b.md>)

Recorded evaluation configuration: {"Feature Extractor":"CLIP"}. This record does not assert independent reproduction.

### MLP (Contr.)

R@1: 4.9. Result ID: 6a43799cfbc373592c94403f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d28b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d28b.md>)

Recorded evaluation configuration: {"Feature Extractor":"ConViT/RoBERTa"}. This record does not assert independent reproduction.

### Transformer (Contr.)

R@1: 3.3. Result ID: 6a43799cfbc373592c944040.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d28b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d28b.md>)

Recorded evaluation configuration: {"Feature Extractor":"ConvNeXt/XLNet"}. This record does not assert independent reproduction.

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