# Domain Transfer Retrieval on Domain Transfer ImageNet (DTIN)

Source: [Domain Transfer Retrieval on Domain Transfer ImageNet (DTIN)](<https://www.sota2.com/research/sota/domain-transfer-retrieval-on-domain-transfer-imagenet-dtin>)

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

Data updated: 2026-02-26T06:01:33.169Z

Evaluation of Domain Transfer Retrieval performance using the Domain Transfer ImageNet (DTIN) dataset, measured using Recall@10 (R@10).

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 | Domain Transfer Retrieval |
| Dataset (including any stated split) | Domain Transfer ImageNet (DTIN) |
| Metric | Recall@10 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/domain-transfer-retrieval-on-domain-transfer-imagenet-dtin.md?metric=Recall%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@10 | Result date | Report paper |
| --- | --- | --- | --- |
| MagicLens-L | 48.2 | Not recorded | 68fa73e01e209131cea5e9da |
| MagicLens-B | 46.8 | Not recorded | 68fa73e01e209131cea5e9da |
| MagicLens-L | 41.5 | Not recorded | 68fa73e01e209131cea5e9da |
| MagicLens-B | 28.3 | Not recorded | 68fa73e01e209131cea5e9da |
| Context-I2W | 12.9 | Not recorded | 68fa73e01e209131cea5e9da |
| Pic2Word | 10.1 | Not recorded | 68fa73e01e209131cea5e9da |

### MagicLens-L

Recall@10: 48.2. Result ID: 69930f9b3a6c314849136e56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9da.md>)

[Implementation](<https://open-vision-language.github.io/MagicLens/>)

Recorded evaluation configuration: {"Backbone":"CoCa-L","# Total Params":"613M"}. This record does not assert independent reproduction.

### MagicLens-B

Recall@10: 46.8. Result ID: 69930f9b3a6c314849136e52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9da.md>)

[Implementation](<https://open-vision-language.github.io/MagicLens/>)

Recorded evaluation configuration: {"Backbone":"CoCa-B","# Total Params":"267M"}. This record does not assert independent reproduction.

### MagicLens-L

Recall@10: 41.5. Result ID: 69930f9b3a6c314849136e55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9da.md>)

[Implementation](<https://open-vision-language.github.io/MagicLens/>)

Recorded evaluation configuration: {"Backbone":"CLIP-L","# Total Params":"465M"}. This record does not assert independent reproduction.

### MagicLens-B

Recall@10: 28.3. Result ID: 69930f9b3a6c314849136e51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9da.md>)

[Implementation](<https://open-vision-language.github.io/MagicLens/>)

Recorded evaluation configuration: {"Backbone":"CLIP-B","# Total Params":"166M"}. This record does not assert independent reproduction.

### Context-I2W

Recall@10: 12.9. Result ID: 69930f9b3a6c314849136e54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71861e209131cea51c4b.md>)

[Implementation](<https://github.com/Pter61/context-i2w>)

Recorded evaluation configuration: {"Backbone":"CLIP-L","# Total Params":"496M"}. This record does not assert independent reproduction.

### Pic2Word

Recall@10: 10.1. Result ID: 69930f9b3a6c314849136e53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e01e209131cea5e9da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f591e209131cea452c7.md>)

[Implementation](<https://github.com/google-research/composed_image_retrieval>)

Recorded evaluation configuration: {"Backbone":"CLIP-L","# Total Params":"429M"}. This record does not assert independent reproduction.

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