# Text-to-Image Retrieval on LLS48-VQA (test)

Source: [Text-to-Image Retrieval on LLS48-VQA (test)](<https://www.sota2.com/research/sota/text-to-image-retrieval-on-lls48-vqa-test>)

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

Data updated: 2026-02-26T05:59:33.607Z

Evaluation of Text-to-Image Retrieval performance on the test split of the LLS48-VQA dataset, measured using Recall@K metrics (R@1, R@5, R@10) and Mean Recall.

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) | LLS48-VQA (test) |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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-lls48-vqa-test.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/text-to-image-retrieval-on-lls48-vqa-test.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/text-to-image-retrieval-on-lls48-vqa-test.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [Mean Recall](<https://www.sota2.com/research/sota/text-to-image-retrieval-on-lls48-vqa-test.md?metric=Mean%20Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| ZEN | 7.03 | Not recorded | 6993f5e99ebc499c97409912 |
| PeskaVLP | 6.75 | Not recorded | 6993f5e99ebc499c97409912 |

### ZEN

R@1: 7.03. Result ID: 699a78645698665ec401a533.

[Reporting paper](<https://www.sota2.com/research/paper/6993f5e99ebc499c97409912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f5e99ebc499c97409912.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PeskaVLP

R@1: 6.75. Result ID: 699a78645698665ec401a532.

[Reporting paper](<https://www.sota2.com/research/paper/6993f5e99ebc499c97409912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77691e209131cea731fe.md>)

[Implementation](<https://github.com/CAMMA-public/SurgVLP>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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