# Domain Conversion on ImageNet to ImageNet-R (val)

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

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

Data updated: 2026-02-26T05:38:57.529Z

Evaluation of Domain Conversion performance, assessing similarity or retrieval between the source ImageNet and the target ImageNet-R validation split, measured using domain-specific Recall@K metrics.

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 |
| Dataset (including any stated split) | ImageNet to ImageNet-R (val) |
| Metric | Cartoon Recall@10 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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-on-imagenet-to-imagenet-r-val.md?metric=Cartoon%20Recall%4010>): Higher is better; unit: PERCENT.

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

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

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

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

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

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

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

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

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

## Recorded results

| Method | Cartoon Recall@10 | Result date | Report paper |
| --- | --- | --- | --- |
| iSEARLE-XL | 12.84 | Not recorded | 68fa7a3a1e209131cea81f0d |
| LinCIR | 11.34 | Not recorded | 68fa7a3a1e209131cea81f0d |
| iSEARLE-XL-OTI | 10.48 | Not recorded | 68fa7a3a1e209131cea81f0d |
| Context-I2W | 10.2 | Not recorded | 68fa7a3a1e209131cea81f0d |
| iSEARLE | 10.02 | Not recorded | 68fa7a3a1e209131cea81f0d |
| SEARLE-XL-OTI | 9.85 | Not recorded | 68fa7a3a1e209131cea81f0d |
| SEARLE-XL | 9.67 | Not recorded | 68fa7a3a1e209131cea81f0d |
| iSEARLE-OTI | 9.49 | Not recorded | 68fa7a3a1e209131cea81f0d |
| Pic2Word | 8 | Not recorded | 68fa7a3a1e209131cea81f0d |
| SEARLE-OTI | 7.1 | Not recorded | 68fa7a3a1e209131cea81f0d |
| Captioning | 6.75 | Not recorded | 68fa7a3a1e209131cea81f0d |
| SEARLE | 6.12 | Not recorded | 68fa7a3a1e209131cea81f0d |
| PALAVRA | 2.56 | Not recorded | 68fa7a3a1e209131cea81f0d |
| Image + Text | 1.5 | Not recorded | 68fa7a3a1e209131cea81f0d |
| Image-only | 0.22 | Not recorded | 68fa7a3a1e209131cea81f0d |
| Text-only | 0.16 | Not recorded | 68fa7a3a1e209131cea81f0d |

### iSEARLE-XL

Cartoon Recall@10: 12.84. Result ID: 698b72bf7a967eddb76eafc4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

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

Recorded evaluation configuration: {"Backbone":"L/14"}. This record does not assert independent reproduction.

### LinCIR

Cartoon Recall@10: 11.34. Result ID: 698b72bf7a967eddb76eafc0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72be1e209131cea5854d.md>)

[Implementation](<https://www.sota2.com/github.com/navervision/lincir>)

Recorded evaluation configuration: {"Backbone":"L/14"}. This record does not assert independent reproduction.

### iSEARLE-XL-OTI

Cartoon Recall@10: 10.48. Result ID: 698b72bf7a967eddb76eafc3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

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

Recorded evaluation configuration: {"Backbone":"L/14"}. This record does not assert independent reproduction.

### Context-I2W

Cartoon Recall@10: 10.2. Result ID: 698b72bf7a967eddb76eafbf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

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

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

Recorded evaluation configuration: {"Backbone":"L/14"}. This record does not assert independent reproduction.

### iSEARLE

Cartoon Recall@10: 10.02. Result ID: 698b72bf7a967eddb76eafbd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

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

Recorded evaluation configuration: {"Backbone":"B/32"}. This record does not assert independent reproduction.

### SEARLE-XL-OTI

Cartoon Recall@10: 9.85. Result ID: 698b72bf7a967eddb76eafc1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

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

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

Recorded evaluation configuration: {"Backbone":"L/14"}. This record does not assert independent reproduction.

### SEARLE-XL

Cartoon Recall@10: 9.67. Result ID: 698b72bf7a967eddb76eafc2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

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

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

Recorded evaluation configuration: {"Backbone":"L/14"}. This record does not assert independent reproduction.

### iSEARLE-OTI

Cartoon Recall@10: 9.49. Result ID: 698b72bf7a967eddb76eafbc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

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

Recorded evaluation configuration: {"Backbone":"B/32"}. This record does not assert independent reproduction.

### Pic2Word

Cartoon Recall@10: 8. Result ID: 698b72bf7a967eddb76eafbe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.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":"L/14"}. This record does not assert independent reproduction.

### SEARLE-OTI

Cartoon Recall@10: 7.1. Result ID: 698b72bf7a967eddb76eafba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

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

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

Recorded evaluation configuration: {"Backbone":"B/32"}. This record does not assert independent reproduction.

### Captioning

Cartoon Recall@10: 6.75. Result ID: 698b72bf7a967eddb76eafb8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc71e209131cea35ecd.md>)

[Implementation](<https://socraticmodels.github.io/>)

Recorded evaluation configuration: {"Backbone":"B/32"}. This record does not assert independent reproduction.

### SEARLE

Cartoon Recall@10: 6.12. Result ID: 698b72bf7a967eddb76eafbb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

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

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

Recorded evaluation configuration: {"Backbone":"B/32"}. This record does not assert independent reproduction.

### PALAVRA

Cartoon Recall@10: 2.56. Result ID: 698b72bf7a967eddb76eafb9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

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

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

Recorded evaluation configuration: {"Backbone":"B/32"}. This record does not assert independent reproduction.

### Image + Text

Cartoon Recall@10: 1.5. Result ID: 698b72bf7a967eddb76eafb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

Recorded evaluation configuration: {"Backbone":"B/32"}. This record does not assert independent reproduction.

### Image-only

Cartoon Recall@10: 0.22. Result ID: 698b72bf7a967eddb76eafb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

Recorded evaluation configuration: {"Backbone":"B/32"}. This record does not assert independent reproduction.

### Text-only

Cartoon Recall@10: 0.16. Result ID: 698b72bf7a967eddb76eafb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a3a1e209131cea81f0d.md>)

Recorded evaluation configuration: {"Backbone":"B/32"}. This record does not assert independent reproduction.

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