# Image-to-Image Translation on Sketches

Source: [Image-to-Image Translation on Sketches](<https://www.sota2.com/research/sota/image-to-image-translation-on-sketches>)

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

Data updated: 2026-02-26T05:44:18.848Z

Evaluation of Image-to-Image Translation performance on the Sketches dataset, measured using the Fréchet Inception Distance (FID).

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-Image Translation |
| Dataset (including any stated split) | Sketches |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [FID](<https://www.sota2.com/research/sota/image-to-image-translation-on-sketches.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| DiFa | 56.93 | Not recorded | 68fa6d851e209131cea3a5f6 |
| GenDA | 87.55 | Not recorded | 68fa6d851e209131cea3a5f6 |
| FSGAN | 166.37 | Not recorded | 68fa6d851e209131cea3a5f6 |

### DiFa

FID: 56.93. Result ID: 698fb8223a6c314849fb6128.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d851e209131cea3a5f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d851e209131cea3a5f6.md>)

[Implementation](<https://github.com/1170300521/DiFa>)

Recorded evaluation configuration: {"Training shots":"5"}. This record does not assert independent reproduction.

### GenDA

FID: 87.55. Result ID: 698fb8223a6c314849fb6127.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d851e209131cea3a5f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b421e209131cea2d053.md>)

Recorded evaluation configuration: {"Training shots":"5","Note":"Results from original paper"}. This record does not assert independent reproduction.

### FSGAN

FID: 166.37. Result ID: 698fb8223a6c314849fb6126.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d851e209131cea3a5f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a01e209131cea1d30b.md>)

Recorded evaluation configuration: {"Training shots":"5"}. This record does not assert independent reproduction.

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