# Image-to-Line Drawing Translation on Anime

Source: [Image-to-Line Drawing Translation on Anime](<https://www.sota2.com/research/sota/image-to-line-drawing-translation-on-anime>)

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

Data updated: 2026-02-26T06:07:56.863Z

Evaluation of the model's ability to translate images into line drawings using the Anime dataset, primarily assessed via User Preference Rate.

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 | Image-to-Line Drawing Translation |
| Dataset (including any stated split) | Anime |
| Metric | User Preference Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [User Preference Rate](<https://www.sota2.com/research/sota/image-to-line-drawing-translation-on-anime.md?metric=User%20Preference%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | User Preference Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Informative Drawings | 97.5 | Not recorded | 68fa6c1e1e209131cea32577 |
| Informative Drawings | 97.3 | Not recorded | 68fa6c1e1e209131cea32577 |
| Informative Drawings | 96.7 | Not recorded | 68fa6c1e1e209131cea32577 |
| Informative Drawings | 95.3 | Not recorded | 68fa6c1e1e209131cea32577 |
| Informative Drawings | 87.3 | Not recorded | 68fa6c1e1e209131cea32577 |

### Informative Drawings

User Preference Rate: 97.5. Result ID: 698ee076ffc3901de0a29365.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea32577.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea32577.md>)

[Implementation](<http://carolineec.github.io/informative_drawings>)

Recorded evaluation configuration: {"Comparison Baseline":"ACL-GAN"}. This record does not assert independent reproduction.

### Informative Drawings

User Preference Rate: 97.3. Result ID: 698ee076ffc3901de0a29364.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea32577.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea32577.md>)

[Implementation](<http://carolineec.github.io/informative_drawings>)

Recorded evaluation configuration: {"Comparison Baseline":"U-GAT-IT"}. This record does not assert independent reproduction.

### Informative Drawings

User Preference Rate: 96.7. Result ID: 698ee076ffc3901de0a29366.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea32577.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea32577.md>)

[Implementation](<http://carolineec.github.io/informative_drawings>)

Recorded evaluation configuration: {"Comparison Baseline":"UPDG"}. This record does not assert independent reproduction.

### Informative Drawings

User Preference Rate: 95.3. Result ID: 698ee076ffc3901de0a29363.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea32577.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea32577.md>)

[Implementation](<http://carolineec.github.io/informative_drawings>)

Recorded evaluation configuration: {"Comparison Baseline":"TSIT"}. This record does not assert independent reproduction.

### Informative Drawings

User Preference Rate: 87.3. Result ID: 698ee076ffc3901de0a29362.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea32577.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea32577.md>)

[Implementation](<http://carolineec.github.io/informative_drawings>)

Recorded evaluation configuration: {"Comparison Baseline":"CycleGAN"}. This record does not assert independent reproduction.

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