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

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

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

Data updated: 2026-02-26T05:44:15.262Z

Evaluation of Sketch-to-Photo Synthesis models using the in-domain split of the QMUL-Sketch 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) | QMUL-Sketch (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-qmul-sketch-in-domain.md?metric=FID>): Lower is better; unit: SCALAR.

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

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| AODA | 76.9 | Not recorded | 68fa6b811e209131cea2eb3f |
| CycleGAN | 87.7 | Not recorded | 68fa6b811e209131cea2eb3f |
| conditional CycleGAN | 88.2 | Not recorded | 68fa6b811e209131cea2eb3f |
| EdgeGAN | 281.3 | Not recorded | 68fa6b811e209131cea2eb3f |

### AODA

FID: 76.9. Result ID: 698e91dfffc3901de09ebdde.

[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.

### CycleGAN

FID: 87.7. Result ID: 698e91dfffc3901de09ebddb.

[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.

### conditional CycleGAN

FID: 88.2. Result ID: 698e91dfffc3901de09ebddc.

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

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

### EdgeGAN

FID: 281.3. Result ID: 698e91dfffc3901de09ebddd.

[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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