# Image-to-Text Retrieval on Flickr30K (R@K & MR)

Source: [Image-to-Text Retrieval on Flickr30K (R@K & MR)](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-flickr30k-r-at-k-and-mr>)

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

Data updated: 2026-03-10T11:49:47.093Z

Evaluation of Image-to-Text Retrieval performance on the Flickr30K dataset, reporting Recall@K metrics (R@1, R@5, R@10) alongside Mean Rank (MR).

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) | Flickr30K |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-flickr30k-r-at-k-and-mr.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-flickr30k-r-at-k-and-mr.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-flickr30k-r-at-k-and-mr.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [MR](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-flickr30k-r-at-k-and-mr.md?metric=MR>): Lower is better; unit: SCALAR.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| EVA-CLIP-8B | 81.5 | Not recorded | 69afa5982d603e6de3e43c61 |
| EVA-CLIP-8B | 80.9 | Not recorded | 69afa5982d603e6de3e43c61 |
| OpenCLIP-G | 79.9 | Not recorded | 69afa5982d603e6de3e43c61 |
| OpenCLIP-G | 79.8 | Not recorded | 69afa5982d603e6de3e43c61 |
| EVA-CLIP-E | 79.6 | Not recorded | 69afa5982d603e6de3e43c61 |
| EVA-CLIP-E | 78.9 | Not recorded | 69afa5982d603e6de3e43c61 |
| OpenCLIP-g | 77.5 | Not recorded | 69afa5982d603e6de3e43c61 |
| OpenCLIP-g | 77.5 | Not recorded | 69afa5982d603e6de3e43c61 |
| OpenCLIP-G | 72.9 | Not recorded | 69afa5982d603e6de3e43c61 |
| OpenCLIP-g | 69.5 | Not recorded | 69afa5982d603e6de3e43c61 |
| EVA-CLIP-8B | 67.9 | Not recorded | 69afa5982d603e6de3e43c61 |
| EVA-CLIP-E | 62 | Not recorded | 69afa5982d603e6de3e43c61 |

### EVA-CLIP-8B

R@1: 81.5. Result ID: 69b0054a6dbb7075b9599758.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"4.59B","Zero-shot":"true","Strategy":"Distillation"}. This record does not assert independent reproduction.

### EVA-CLIP-8B

R@1: 80.9. Result ID: 69b0054a6dbb7075b9599756.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"7.53B","Zero-shot":"true","Strategy":"Original"}. This record does not assert independent reproduction.

### OpenCLIP-G

R@1: 79.9. Result ID: 69b0054a6dbb7075b9599752.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"1.17B","Zero-shot":"true","Strategy":"Distillation"}. This record does not assert independent reproduction.

### OpenCLIP-G

R@1: 79.8. Result ID: 69b0054a6dbb7075b9599750.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"1.84B","Zero-shot":"true","Strategy":"Original"}. This record does not assert independent reproduction.

### EVA-CLIP-E

R@1: 79.6. Result ID: 69b0054a6dbb7075b9599755.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"2.50B","Zero-shot":"true","Strategy":"Distillation"}. This record does not assert independent reproduction.

### EVA-CLIP-E

R@1: 78.9. Result ID: 69b0054a6dbb7075b9599753.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"4.35B","Zero-shot":"true","Strategy":"Original"}. This record does not assert independent reproduction.

### OpenCLIP-g

R@1: 77.5. Result ID: 69b0054a6dbb7075b959974d.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"1.01B","Zero-shot":"true","Strategy":"Original"}. This record does not assert independent reproduction.

### OpenCLIP-g

R@1: 77.5. Result ID: 69b0054a6dbb7075b959974f.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"0.62B","Zero-shot":"true","Strategy":"Distillation"}. This record does not assert independent reproduction.

### OpenCLIP-G

R@1: 72.9. Result ID: 69b0054a6dbb7075b9599751.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"1.17B","Zero-shot":"true","Strategy":"Pruning"}. This record does not assert independent reproduction.

### OpenCLIP-g

R@1: 69.5. Result ID: 69b0054a6dbb7075b959974e.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"0.62B","Zero-shot":"true","Strategy":"Pruning"}. This record does not assert independent reproduction.

### EVA-CLIP-8B

R@1: 67.9. Result ID: 69b0054a6dbb7075b9599757.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"4.59B","Zero-shot":"true","Strategy":"Pruning"}. This record does not assert independent reproduction.

### EVA-CLIP-E

R@1: 62. Result ID: 69b0054a6dbb7075b9599754.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5982d603e6de3e43c61.md>)

Recorded evaluation configuration: {"#Params":"2.50B","Zero-shot":"true","Strategy":"Pruning"}. This record does not assert independent reproduction.

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