# Image-to-Text Retrieval on COCO-CN Chinese 1K (test)

Source: [Image-to-Text Retrieval on COCO-CN Chinese 1K (test)](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-coco-cn-chinese-1k-test>)

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

Data updated: 2026-02-26T05:59:26.813Z

Evaluation of Image-to-Text Retrieval performance on the test split of the COCO-CN Chinese 1K dataset, measured using rank-based metrics (R@1, R@5, R@10).

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) | COCO-CN Chinese 1K (test) |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-coco-cn-chinese-1k-test.md?metric=R%401>): Higher is better; unit: PERCENT.

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

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

- [Average Retrieval Score](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-coco-cn-chinese-1k-test.md?metric=Average%20Retrieval%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| InternVL-G | 71.4 | Not recorded | 68fa71de1e209131cea5370d |
| OpenCLIP-XLM-R-H | 70 | Not recorded | 68fa71de1e209131cea5370d |
| InternVL-C | 68.8 | Not recorded | 68fa71de1e209131cea5370d |
| R2D2-ViT-L | 63.3 | Not recorded | 68fa71de1e209131cea5370d |
| CN-CLIP-ViT-H | 63 | Not recorded | 68fa71de1e209131cea5370d |
| Taiyi-CLIP-ViT-H | 60 | Not recorded | 68fa71de1e209131cea5370d |
| WuKong-ViT-L | 55.2 | Not recorded | 68fa71de1e209131cea5370d |

### InternVL-G

R@1: 71.4. Result ID: 6991eabc3a6c3148490b698d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

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

Recorded evaluation configuration: {"multi-lingual":true,"Zero-shot":true}. This record does not assert independent reproduction.

### OpenCLIP-XLM-R-H

R@1: 70. Result ID: 6991eabc3a6c3148490b698b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

Recorded evaluation configuration: {"multi-lingual":true,"Zero-shot":true}. This record does not assert independent reproduction.

### InternVL-C

R@1: 68.8. Result ID: 6991eabc3a6c3148490b698c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

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

Recorded evaluation configuration: {"multi-lingual":true,"Zero-shot":true}. This record does not assert independent reproduction.

### R2D2-ViT-L

R@1: 63.3. Result ID: 6991eabc3a6c3148490b6988.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71271e209131cea4f8eb.md>)

[Implementation](<https://github.com/yuxie11/R2D2>)

Recorded evaluation configuration: {"multi-lingual":false,"Zero-shot":true}. This record does not assert independent reproduction.

### CN-CLIP-ViT-H

R@1: 63. Result ID: 6991eabc3a6c3148490b698a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f661e209131cea4556a.md>)

[Implementation](<https://github.com/OFA-Sys/Chinese-CLIP>)

Recorded evaluation configuration: {"multi-lingual":false,"Zero-shot":true}. This record does not assert independent reproduction.

### Taiyi-CLIP-ViT-H

R@1: 60. Result ID: 6991eabc3a6c3148490b6989.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ac7.md>)

Recorded evaluation configuration: {"multi-lingual":false,"Zero-shot":true}. This record does not assert independent reproduction.

### WuKong-ViT-L

R@1: 55.2. Result ID: 6991eabc3a6c3148490b6987.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d821e209131cea3a343.md>)

[Implementation](<https://wukong-dataset.github.io/wukong-dataset/>)

Recorded evaluation configuration: {"multi-lingual":false,"Zero-shot":true}. This record does not assert independent reproduction.

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