# Text-to-Image Retrieval on MS-COCO Combined

Source: [Text-to-Image Retrieval on MS-COCO Combined](<https://www.sota2.com/research/sota/text-to-image-retrieval-on-ms-coco-combined>)

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

Data updated: 2026-02-26T05:59:34.452Z

Evaluation of Text-to-Image Retrieval performance using the MS-COCO Combined dataset, measured using Recall@K 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 | Text-to-Image Retrieval |
| Dataset (including any stated split) | MS-COCO Combined |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/text-to-image-retrieval-on-ms-coco-combined.md?metric=R%401>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| BEIT-3 | 75.2 | Not recorded | 6997ea8209c33900fcd765c0 |
| Visual Model Checking + BEIT | 68.9 | Not recorded | 6997ea8209c33900fcd765c0 |
| CLIP | 60.5 | Not recorded | 6997ea8209c33900fcd765c0 |
| SigLIP | 58.1 | Not recorded | 6997ea8209c33900fcd765c0 |
| Visual Model Checking + ALIGN | 55.6 | Not recorded | 6997ea8209c33900fcd765c0 |
| ALIGN | 48.1 | Not recorded | 6997ea8209c33900fcd765c0 |
| Visual Model Checking (base) | 45 | Not recorded | 6997ea8209c33900fcd765c0 |
| Visual Model Checking + CLIP | 42.9 | Not recorded | 6997ea8209c33900fcd765c0 |
| CLIP | 39.5 | Not recorded | 6997ea8209c33900fcd765c0 |

### BEIT-3

R@1: 75.2. Result ID: 699b0b785698665ec49e5503.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d541e209131cea39310.md>)

[Implementation](<https://aka.ms/beit-3>)

Recorded evaluation configuration: {"Config":"COCO-Finetuned","Zero-Shot":false}. This record does not assert independent reproduction.

### Visual Model Checking + BEIT

R@1: 68.9. Result ID: 699b0b785698665ec49e5507.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

Recorded evaluation configuration: {"Zero-Shot":false}. This record does not assert independent reproduction.

### CLIP

R@1: 60.5. Result ID: 699b0b785698665ec49e5501.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ViT-H","QuickGELU":true,"Zero-Shot":true}. This record does not assert independent reproduction.

### SigLIP

R@1: 58.1. Result ID: 699b0b785698665ec49e5502.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ae1e209131cea4c7a4.md>)

Recorded evaluation configuration: {"Parameters":"400M","Zero-Shot":true}. This record does not assert independent reproduction.

### Visual Model Checking + ALIGN

R@1: 55.6. Result ID: 699b0b785698665ec49e5508.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

Recorded evaluation configuration: {"Zero-Shot":true}. This record does not assert independent reproduction.

### ALIGN

R@1: 48.1. Result ID: 699b0b785698665ec49e5504.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a201e209131cea261e7.md>)

Recorded evaluation configuration: {"Zero-Shot":true}. This record does not assert independent reproduction.

### Visual Model Checking (base)

R@1: 45. Result ID: 699b0b785698665ec49e5505.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

Recorded evaluation configuration: {"Zero-Shot":true}. This record does not assert independent reproduction.

### Visual Model Checking + CLIP

R@1: 42.9. Result ID: 699b0b785698665ec49e5506.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

Recorded evaluation configuration: {"Zero-Shot":true}. This record does not assert independent reproduction.

### CLIP

R@1: 39.5. Result ID: 699b0b785698665ec49e5500.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea8209c33900fcd765c0.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ViT-B","Zero-Shot":true}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.