# Text-to-Image Retrieval on DeepEyeNet (unseen)

Source: [Text-to-Image Retrieval on DeepEyeNet (unseen)](<https://www.sota2.com/research/sota/text-to-image-retrieval-on-deepeyenet-unseen>)

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

Data updated: 2026-02-26T05:59:31.464Z

Evaluation of Text-to-Image Retrieval performance on the DeepEyeNet (unseen) dataset.

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) | DeepEyeNet (unseen) |
| 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-deepeyenet-unseen.md?metric=R%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Knowledge-Enhanced Multimodal Transformer | 9395 | Not recorded | 694a22509eebe296e72aab3e |
| CLIP | 22 | Not recorded | 694a22509eebe296e72aab3e |

### Knowledge-Enhanced Multimodal Transformer

R@1: 9395. Result ID: 699819b05698665ec4738c29.

[Reporting paper](<https://www.sota2.com/research/paper/694a22509eebe296e72aab3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694a22509eebe296e72aab3e.md>)

Recorded evaluation configuration: {"Training dataset":"BRSET","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction.

### CLIP

R@1: 22. Result ID: 699819b05698665ec4738c28.

[Reporting paper](<https://www.sota2.com/research/paper/694a22509eebe296e72aab3e.md>)

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

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

Recorded evaluation configuration: {"Training dataset":"BRSET","Protocol":"Fine-tuned","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction.

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