# Sketch-to-Photo Synthesis on QMUL-Sketch (full)

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

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

Data updated: 2026-02-26T05:44:15.249Z

Evaluation of models performing Sketch-to-Photo Synthesis using the full split of the QMUL-Sketch dataset, assessed using FID, Accuracy (S), and Human evaluation 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 (full) |
| 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-full.md?metric=FID>): Lower is better; unit: SCALAR.

- [Accuracy (S)](<https://www.sota2.com/research/sota/sketch-to-photo-synthesis-on-qmul-sketch-full.md?metric=Accuracy%20(S)>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| conditional CycleGAN | 91.6 | Not recorded | 68fa6b811e209131cea2eb3f |
| AODA | 92.4 | Not recorded | 68fa6b811e209131cea2eb3f |
| CycleGAN | 97.9 | Not recorded | 68fa6b811e209131cea2eb3f |
| EdgeGAN | 243 | Not recorded | 68fa6b811e209131cea2eb3f |

### conditional CycleGAN

FID: 91.6. Result ID: 698e91dfffc3901de09ebdd8.

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

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

### AODA

FID: 92.4. Result ID: 698e91dfffc3901de09ebdda.

[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: 97.9. Result ID: 698e91dfffc3901de09ebdd7.

[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: 243. Result ID: 698e91dfffc3901de09ebdd9.

[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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