# Composed Image Retrieval on Fashion-IQ Dress (val)

Source: [Composed Image Retrieval on Fashion-IQ Dress (val)](<https://www.sota2.com/research/sota/composed-image-retrieval-on-fashion-iq-dress-val>)

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

Data updated: 2026-03-04T12:29:44.416Z

Evaluation of Composed Image Retrieval performance on the validation split of the Dress subset of the Fashion-IQ dataset, measured using Recall@10 and Recall@50.

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 | Composed Image Retrieval |
| Dataset (including any stated split) | Fashion-IQ Dress (val) |
| Metric | Recall@10 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 25 of 25 |
| 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@10](<https://www.sota2.com/research/sota/composed-image-retrieval-on-fashion-iq-dress-val.md?metric=Recall%4010>): Higher is better; unit: PERCENT.

- [Recall@50](<https://www.sota2.com/research/sota/composed-image-retrieval-on-fashion-iq-dress-val.md?metric=Recall%4050>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@10 | Result date | Report paper |
| --- | --- | --- | --- |
| WISER | 38.57 | Not recorded | 69a125132d603e6de3e3c52e |
| WISER | 38.42 | Not recorded | 69a125132d603e6de3e3c52e |
| LinCIR | 38.08 | Not recorded | 69a125132d603e6de3e3c52e |
| WISER | 37.48 | Not recorded | 69a125132d603e6de3e3c52e |
| CoTMR | 34.51 | Not recorded | 69a125132d603e6de3e3c52e |
| OSrCIR | 33.02 | Not recorded | 69a125132d603e6de3e3c52e |
| CoTMR | 31.18 | Not recorded | 69a125132d603e6de3e3c52e |
| CoTMR | 31.09 | Not recorded | 69a125132d603e6de3e3c52e |
| OSrCIR | 29.7 | Not recorded | 69a125132d603e6de3e3c52e |
| OSrCIR | 29.35 | Not recorded | 69a125132d603e6de3e3c52e |
| CIReVL | 27.07 | Not recorded | 69a125132d603e6de3e3c52e |
| AutoCIR | 26.52 | Not recorded | 69a125132d603e6de3e3c52e |
| AutoCIR | 26.18 | Not recorded | 69a125132d603e6de3e3c52e |
| LDRE | 26.11 | Not recorded | 69a125132d603e6de3e3c52e |
| HIT | 25.6 | Not recorded | 69a125132d603e6de3e3c52e |
| CIReVL | 25.29 | Not recorded | 69a125132d603e6de3e3c52e |
| MOA | 25.2 | Not recorded | 69a125132d603e6de3e3c52e |
| AutoCIR | 24.94 | Not recorded | 69a125132d603e6de3e3c52e |
| CIReVL | 24.79 | Not recorded | 69a125132d603e6de3e3c52e |
| LDRE | 22.93 | Not recorded | 69a125132d603e6de3e3c52e |
| LinCIR | 20.92 | Not recorded | 69a125132d603e6de3e3c52e |
| SEARLE | 20.48 | Not recorded | 69a125132d603e6de3e3c52e |
| LDRE | 19.97 | Not recorded | 69a125132d603e6de3e3c52e |
| SEARLE | 18.54 | Not recorded | 69a125132d603e6de3e3c52e |
| PALAVRA | 17.25 | Not recorded | 69a125132d603e6de3e3c52e |

### WISER

Recall@10: 38.57. Result ID: 69a825a26dbb7075b94e4e17.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-G/14","Training-free":"true"}. This record does not assert independent reproduction.

### WISER

Recall@10: 38.42. Result ID: 69a825a26dbb7075b94e4e10.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Training-free":"true"}. This record does not assert independent reproduction.

### LinCIR

Recall@10: 38.08. Result ID: 69a825a26dbb7075b94e4e11.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-G/14","Training-free":"false"}. This record does not assert independent reproduction.

### WISER

Recall@10: 37.48. Result ID: 69a825a26dbb7075b94e4e06.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32","Training-free":"true"}. This record does not assert independent reproduction.

### CoTMR

Recall@10: 34.51. Result ID: 69a825a26dbb7075b94e4e16.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77281e209131cea7174c.md>)

Recorded evaluation configuration: {"Backbone":"ViT-G/14","Training-free":"true"}. This record does not assert independent reproduction.

### OSrCIR

Recall@10: 33.02. Result ID: 69a825a26dbb7075b94e4e14.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa764c1e209131cea6c384.md>)

[Implementation](<https://github.com/Pter61/osrcir2024/>)

Recorded evaluation configuration: {"Backbone":"ViT-G/14","Training-free":"true"}. This record does not assert independent reproduction.

### CoTMR

Recall@10: 31.18. Result ID: 69a825a26dbb7075b94e4e0f.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77281e209131cea7174c.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Training-free":"true"}. This record does not assert independent reproduction.

### CoTMR

Recall@10: 31.09. Result ID: 69a825a26dbb7075b94e4e05.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77281e209131cea7174c.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32","Training-free":"true"}. This record does not assert independent reproduction.

### OSrCIR

Recall@10: 29.7. Result ID: 69a825a26dbb7075b94e4e0d.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa764c1e209131cea6c384.md>)

[Implementation](<https://github.com/Pter61/osrcir2024/>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Training-free":"true"}. This record does not assert independent reproduction.

### OSrCIR

Recall@10: 29.35. Result ID: 69a825a26dbb7075b94e4e03.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa764c1e209131cea6c384.md>)

[Implementation](<https://github.com/Pter61/osrcir2024/>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32","Training-free":"true"}. This record does not assert independent reproduction.

### CIReVL

Recall@10: 27.07. Result ID: 69a825a26dbb7075b94e4e12.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d7d.md>)

[Implementation](<https://github.com/ExplainableML/Vision_by_Language>)

Recorded evaluation configuration: {"Backbone":"ViT-G/14","Training-free":"true"}. This record does not assert independent reproduction.

### AutoCIR

Recall@10: 26.52. Result ID: 69a825a26dbb7075b94e4e04.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32","Training-free":"true"}. This record does not assert independent reproduction.

### AutoCIR

Recall@10: 26.18. Result ID: 69a825a26dbb7075b94e4e15.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-G/14","Training-free":"true"}. This record does not assert independent reproduction.

### LDRE

Recall@10: 26.11. Result ID: 69a825a26dbb7075b94e4e13.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-G/14","Training-free":"true"}. This record does not assert independent reproduction.

### HIT

Recall@10: 25.6. Result ID: 69a825a26dbb7075b94e4e0a.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Training-free":"false"}. This record does not assert independent reproduction.

### CIReVL

Recall@10: 25.29. Result ID: 69a825a26dbb7075b94e4e01.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d7d.md>)

[Implementation](<https://github.com/ExplainableML/Vision_by_Language>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32","Training-free":"true"}. This record does not assert independent reproduction.

### MOA

Recall@10: 25.2. Result ID: 69a825a26dbb7075b94e4e09.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Training-free":"false"}. This record does not assert independent reproduction.

### AutoCIR

Recall@10: 24.94. Result ID: 69a825a26dbb7075b94e4e0e.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Training-free":"true"}. This record does not assert independent reproduction.

### CIReVL

Recall@10: 24.79. Result ID: 69a825a26dbb7075b94e4e0b.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d7d.md>)

[Implementation](<https://github.com/ExplainableML/Vision_by_Language>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Training-free":"true"}. This record does not assert independent reproduction.

### LDRE

Recall@10: 22.93. Result ID: 69a825a26dbb7075b94e4e0c.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Training-free":"true"}. This record does not assert independent reproduction.

### LinCIR

Recall@10: 20.92. Result ID: 69a825a26dbb7075b94e4e08.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Training-free":"false"}. This record does not assert independent reproduction.

### SEARLE

Recall@10: 20.48. Result ID: 69a825a26dbb7075b94e4e07.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6dd.md>)

[Implementation](<https://github.com/miccunifi/SEARLE>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Training-free":"false"}. This record does not assert independent reproduction.

### LDRE

Recall@10: 19.97. Result ID: 69a825a26dbb7075b94e4e02.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32","Training-free":"true"}. This record does not assert independent reproduction.

### SEARLE

Recall@10: 18.54. Result ID: 69a825a26dbb7075b94e4e00.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6dd.md>)

[Implementation](<https://github.com/miccunifi/SEARLE>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32","Training-free":"false"}. This record does not assert independent reproduction.

### PALAVRA

Recall@10: 17.25. Result ID: 69a825a26dbb7075b94e4dff.

[Reporting paper](<https://www.sota2.com/research/paper/69a125132d603e6de3e3c52e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d321e209131cea38500.md>)

[Implementation](<https://www.sota2.com/NVlabs/PALAVRA>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32","Training-free":"false"}. This record does not assert independent reproduction.

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