# Sketch-to-Photo Synthesis on Scribble (in-domain)

Source: [Sketch-to-Photo Synthesis on Scribble (in-domain)](<https://www.sota2.com/research/sota/sketch-to-photo-synthesis-on-scribble-in-domain>)

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

Data updated: 2026-02-26T05:44:15.307Z

Evaluation of Sketch-to-Photo Synthesis models using the in-domain split of the Scribble dataset, assessed via FID, Accuracy, and Human preference scores.

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 | Sketch-to-Photo Synthesis |
| Dataset (including any stated split) | Scribble (in-domain) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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/sketch-to-photo-synthesis-on-scribble-in-domain.md?metric=FID>): Lower is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/sketch-to-photo-synthesis-on-scribble-in-domain.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Human Preference Score](<https://www.sota2.com/research/sota/sketch-to-photo-synthesis-on-scribble-in-domain.md?metric=Human%20Preference%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| AODA | 204.6 | Not recorded | 68fa6b811e209131cea2eb3f |
| conditional CycleGAN | 210.9 | Not recorded | 68fa6b811e209131cea2eb3f |
| CycleGAN | 252.7 | Not recorded | 68fa6b811e209131cea2eb3f |
| EdgeGAN | 256.3 | Not recorded | 68fa6b811e209131cea2eb3f |

### AODA

FID: 204.6. Result ID: 698e91dfffc3901de09ebdea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b811e209131cea2eb3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b811e209131cea2eb3f.md>)

[Implementation](<https://github.com/Mukosame/AODA>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### conditional CycleGAN

FID: 210.9. Result ID: 698e91dfffc3901de09ebde8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b811e209131cea2eb3f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CycleGAN

FID: 252.7. Result ID: 698e91dfffc3901de09ebde7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b811e209131cea2eb3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1ac7a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EdgeGAN

FID: 256.3. Result ID: 698e91dfffc3901de09ebde9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b811e209131cea2eb3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67511e209131cea15654.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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