# Text-to-Image Retrieval on Fashion200k (R@10, MRR)

Source: [Text-to-Image Retrieval on Fashion200k (R@10, MRR)](<https://www.sota2.com/research/sota/text-to-image-retrieval-on-fashion200k-r-at-10-mrr>)

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

Data updated: 2026-06-29T06:51:55.800Z

Evaluation of Text-to-Image retrieval performance on the Fashion200k dataset, reporting Recall@10 and Mean Reciprocal Rank (MRR).

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 fashion retrieval |
| Dataset (including any stated split) | Fashion200k |
| Metric | R@10 |
| 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@10](<https://www.sota2.com/research/sota/text-to-image-retrieval-on-fashion200k-r-at-10-mrr.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [MRR](<https://www.sota2.com/research/sota/text-to-image-retrieval-on-fashion200k-r-at-10-mrr.md?metric=MRR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@10 | Result date | Report paper |
| --- | --- | --- | --- |
| ZOOCLAW-FASHIONSIGLIP2 | 28.6 | Not recorded | 6a41fc23206542251d7ccbe9 |
| Marqo-fashionSigLIP | 28.3 | Not recorded | 6a41fc23206542251d7ccbe9 |
| SigLIP2-base | 26.1 | Not recorded | 6a41fc23206542251d7ccbe9 |
| Best LoRA + LwF | 24.9 | Not recorded | 6a41fc23206542251d7ccbe9 |
| Full FT + LwF | 24.8 | Not recorded | 6a41fc23206542251d7ccbe9 |
| LLM2CLIP | 24.1 | Not recorded | 6a41fc23206542251d7ccbe9 |
| Marqo-fashionCLIP | 23.6 | Not recorded | 6a41fc23206542251d7ccbe9 |

### ZOOCLAW-FASHIONSIGLIP2

R@10: 28.6. Result ID: 6a421604fbc373592c86bd94.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc23206542251d7ccbe9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc23206542251d7ccbe9.md>)

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

### Marqo-fashionSigLIP

R@10: 28.3. Result ID: 6a421604fbc373592c86bd8f.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc23206542251d7ccbe9.md>)

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

### SigLIP2-base

R@10: 26.1. Result ID: 6a421604fbc373592c86bd90.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc23206542251d7ccbe9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"zero-shot"}. This record does not assert independent reproduction.

### Best LoRA + LwF

R@10: 24.9. Result ID: 6a421604fbc373592c86bd93.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc23206542251d7ccbe9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0b3.md>)

Recorded evaluation configuration: {"Training Strategy":"LoRA"}. This record does not assert independent reproduction.

### Full FT + LwF

R@10: 24.8. Result ID: 6a421604fbc373592c86bd92.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc23206542251d7ccbe9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0b3.md>)

Recorded evaluation configuration: {"Training Strategy":"Full Fine-tuning"}. This record does not assert independent reproduction.

### LLM2CLIP

R@10: 24.1. Result ID: 6a421604fbc373592c86bd91.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc23206542251d7ccbe9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78621e209131cea78196.md>)

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

### Marqo-fashionCLIP

R@10: 23.6. Result ID: 6a421604fbc373592c86bd8e.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc23206542251d7ccbe9.md>)

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

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