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

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

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

Data updated: 2026-02-26T06:01:28.566Z

Evaluation of Text-to-Image Retrieval performance using the MS-COCO Easy subset or difficulty setting.

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 Easy |
| Metric | Recall@1 |
| Unit | SCALAR |
| 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

- [Recall@1](<https://www.sota2.com/research/sota/text-to-image-retrieval-on-ms-coco-easy.md?metric=Recall%401>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | Recall@1 | Result date | Report paper |
| --- | --- | --- | --- |
| BEIT-3 | 0.676 | Not recorded | 6997ea8209c33900fcd765c0 |
| CLIP | 0.649 | Not recorded | 6997ea8209c33900fcd765c0 |
| Visual Model Checking + CLIP | 0.592 | Not recorded | 6997ea8209c33900fcd765c0 |
| SigLIP | 0.568 | Not recorded | 6997ea8209c33900fcd765c0 |
| Visual Model Checking + BEIT | 0.551 | Not recorded | 6997ea8209c33900fcd765c0 |
| CLIP | 0.486 | Not recorded | 6997ea8209c33900fcd765c0 |
| Visual Model Checking + ALIGN | 0.469 | Not recorded | 6997ea8209c33900fcd765c0 |
| ALIGN | 0.459 | Not recorded | 6997ea8209c33900fcd765c0 |
| Visual Model Checking (base) | 0.432 | Not recorded | 6997ea8209c33900fcd765c0 |

### BEIT-3

Recall@1: 0.676. Result ID: 699b0b785698665ec49e54fa.

[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.

### CLIP

Recall@1: 0.649. Result ID: 699b0b785698665ec49e54f8.

[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.

### Visual Model Checking + CLIP

Recall@1: 0.592. Result ID: 699b0b785698665ec49e54fd.

[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.

### SigLIP

Recall@1: 0.568. Result ID: 699b0b785698665ec49e54f9.

[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 + BEIT

Recall@1: 0.551. Result ID: 699b0b785698665ec49e54fe.

[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

Recall@1: 0.486. Result ID: 699b0b785698665ec49e54f7.

[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.

### Visual Model Checking + ALIGN

Recall@1: 0.469. Result ID: 699b0b785698665ec49e54ff.

[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

Recall@1: 0.459. Result ID: 699b0b785698665ec49e54fb.

[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)

Recall@1: 0.432. Result ID: 699b0b785698665ec49e54fc.

[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.

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