# Domain Conversion Retrieval on ImageNet and ImageNet-R (test)

Source: [Domain Conversion Retrieval on ImageNet and ImageNet-R (test)](<https://www.sota2.com/research/sota/domain-conversion-retrieval-on-imagenet-and-imagenet-r-test>)

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

Data updated: 2026-02-26T05:38:57.547Z

Evaluation of Domain Conversion Retrieval performance between ImageNet and ImageNet-R (test split), measured using style-specific Recall@K (K=10, 50) metrics across Cartoon, Origami, Toy, and Sculpture domains.

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 Conversion Retrieval |
| Dataset (including any stated split) | ImageNet and ImageNet-R (test) |
| Metric | Cartoon 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

- [Cartoon Recall@10](<https://www.sota2.com/research/sota/domain-conversion-retrieval-on-imagenet-and-imagenet-r-test.md?metric=Cartoon%20Recall%4010>): Higher is better; unit: PERCENT.

- [Cartoon Recall@50](<https://www.sota2.com/research/sota/domain-conversion-retrieval-on-imagenet-and-imagenet-r-test.md?metric=Cartoon%20Recall%4050>): Higher is better; unit: PERCENT.

- [Origami Recall@10](<https://www.sota2.com/research/sota/domain-conversion-retrieval-on-imagenet-and-imagenet-r-test.md?metric=Origami%20Recall%4010>): Higher is better; unit: PERCENT.

- [Origami Recall@50](<https://www.sota2.com/research/sota/domain-conversion-retrieval-on-imagenet-and-imagenet-r-test.md?metric=Origami%20Recall%4050>): Higher is better; unit: PERCENT.

- [Toy Recall@10](<https://www.sota2.com/research/sota/domain-conversion-retrieval-on-imagenet-and-imagenet-r-test.md?metric=Toy%20Recall%4010>): Higher is better; unit: PERCENT.

- [Toy Recall@50](<https://www.sota2.com/research/sota/domain-conversion-retrieval-on-imagenet-and-imagenet-r-test.md?metric=Toy%20Recall%4050>): Higher is better; unit: PERCENT.

- [Sculpture Recall@10](<https://www.sota2.com/research/sota/domain-conversion-retrieval-on-imagenet-and-imagenet-r-test.md?metric=Sculpture%20Recall%4010>): Higher is better; unit: PERCENT.

- [Sculpture Recall@50](<https://www.sota2.com/research/sota/domain-conversion-retrieval-on-imagenet-and-imagenet-r-test.md?metric=Sculpture%20Recall%4050>): Higher is better; unit: PERCENT.

- [Average Recall@10](<https://www.sota2.com/research/sota/domain-conversion-retrieval-on-imagenet-and-imagenet-r-test.md?metric=Average%20Recall%4010>): Higher is better; unit: PERCENT.

- [Average Recall@50](<https://www.sota2.com/research/sota/domain-conversion-retrieval-on-imagenet-and-imagenet-r-test.md?metric=Average%20Recall%4050>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Cartoon Recall@10 | Result date | Report paper |
| --- | --- | --- | --- |
| Pic2Word | 8 | Not recorded | 68fa6f591e209131cea452c7 |
| Combiner | 6.1 | Not recorded | 68fa6f591e209131cea452c7 |
| Combiner | 6 | Not recorded | 68fa6f591e209131cea452c7 |
| Image+Text | 2.2 | Not recorded | 68fa6f591e209131cea452c7 |
| Image-only | 0.3 | Not recorded | 68fa6f591e209131cea452c7 |
| Text-only | 0.2 | Not recorded | 68fa6f591e209131cea452c7 |

### Pic2Word

Cartoon Recall@10: 8. Result ID: 6990b9cd3a6c31484902c6a8.

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

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

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

Recorded evaluation configuration: {"Supervision":"ZERO-SHOT"}. This record does not assert independent reproduction.

### Combiner

Cartoon Recall@10: 6.1. Result ID: 6990b9cd3a6c31484902c6a9.

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

Recorded evaluation configuration: {"Supervision":"CIRR"}. This record does not assert independent reproduction.

### Combiner

Cartoon Recall@10: 6. Result ID: 6990b9cd3a6c31484902c6aa.

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

Recorded evaluation configuration: {"Supervision":"Fashion-IQ"}. This record does not assert independent reproduction.

### Image+Text

Cartoon Recall@10: 2.2. Result ID: 6990b9cd3a6c31484902c6a7.

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

Recorded evaluation configuration: {"Supervision":"ZERO-SHOT"}. This record does not assert independent reproduction.

### Image-only

Cartoon Recall@10: 0.3. Result ID: 6990b9cd3a6c31484902c6a5.

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

Recorded evaluation configuration: {"Supervision":"ZERO-SHOT"}. This record does not assert independent reproduction.

### Text-only

Cartoon Recall@10: 0.2. Result ID: 6990b9cd3a6c31484902c6a6.

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

Recorded evaluation configuration: {"Supervision":"ZERO-SHOT"}. This record does not assert independent reproduction.

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