# Text-to-image fashion retrieval on ZooClaw-Fashion long query (test)

Source: [Text-to-image fashion retrieval on ZooClaw-Fashion long query (test)](<https://www.sota2.com/research/sota/text-to-image-fashion-retrieval-on-zooclaw-fashion-long-query-test>)

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

Data updated: 2026-06-29T06:51:55.749Z

Evaluation of Text-to-Image fashion retrieval performance on the test split of the ZooClaw-Fashion long query dataset, measured using R@1, R@10, and 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) | ZooClaw-Fashion long query (test) |
| Metric | R@1 |
| 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@1](<https://www.sota2.com/research/sota/text-to-image-fashion-retrieval-on-zooclaw-fashion-long-query-test.md?metric=R%401>): Higher is better; unit: PERCENT.

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

- [MRR](<https://www.sota2.com/research/sota/text-to-image-fashion-retrieval-on-zooclaw-fashion-long-query-test.md?metric=MRR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| ZOOCLAW-FASHIONSIGLIP2 | 44.9 | Not recorded | 6a41fc23206542251d7ccbe9 |
| Marqo-fashionSigLIP | 41.2 | Not recorded | 6a41fc23206542251d7ccbe9 |
| Full FT + LwF | 39.6 | Not recorded | 6a41fc23206542251d7ccbe9 |
| Best LoRA + LwF | 38.3 | Not recorded | 6a41fc23206542251d7ccbe9 |
| Marqo-fashionCLIP | 37.3 | Not recorded | 6a41fc23206542251d7ccbe9 |
| LLM2CLIP | 34.9 | Not recorded | 6a41fc23206542251d7ccbe9 |
| SigLIP2-base | 32.2 | Not recorded | 6a41fc23206542251d7ccbe9 |

### ZOOCLAW-FASHIONSIGLIP2

R@1: 44.9. Result ID: 6a421604fbc373592c86bd86.

[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@1: 41.2. Result ID: 6a421604fbc373592c86bd81.

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

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

### Full FT + LwF

R@1: 39.6. Result ID: 6a421604fbc373592c86bd84.

[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.

### Best LoRA + LwF

R@1: 38.3. Result ID: 6a421604fbc373592c86bd85.

[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.

### Marqo-fashionCLIP

R@1: 37.3. Result ID: 6a421604fbc373592c86bd80.

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

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

### LLM2CLIP

R@1: 34.9. Result ID: 6a421604fbc373592c86bd83.

[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.

### SigLIP2-base

R@1: 32.2. Result ID: 6a421604fbc373592c86bd82.

[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.

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