# Reference-guided synthesis on CelebA-HQ

Source: [Reference-guided synthesis on CelebA-HQ](<https://www.sota2.com/research/sota/reference-guided-synthesis-on-celeba-hq>)

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

Data updated: 2026-02-26T05:44:18.517Z

Evaluation of reference-guided synthesis models on the CelebA-HQ dataset, typically measured using FID and LPIPS.

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 | Reference-guided synthesis |
| Dataset (including any stated split) | CelebA-HQ |
| 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/reference-guided-synthesis-on-celeba-hq.md?metric=FID>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/reference-guided-synthesis-on-celeba-hq.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| StarGANv2 | 21.24 | Not recorded | 68fa6da21e209131cea3b06f |
| Quaternion StarGANv2 | 23.09 | Not recorded | 68fa6da21e209131cea3b06f |
| PHStarGANv2 | 24.33 | Not recorded | 68fa6da21e209131cea3b06f |
| PHStarGANv2 | 28.11 | Not recorded | 68fa6da21e209131cea3b06f |

### StarGANv2

FID: 21.24. Result ID: 698fb1783a6c314849fb2a05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b06f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676c1e209131cea1603b.md>)

[Implementation](<https://github.com/clovaai/stargan-v2>)

Recorded evaluation configuration: {"Params":"87M","Storage Mem":"307MB","Savings":"0%"}. This record does not assert independent reproduction.

### Quaternion StarGANv2

FID: 23.09. Result ID: 698fb1783a6c314849fb2a06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b06f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b06f.md>)

[Implementation](<https://github.com/ispamm/HI2I>)

Recorded evaluation configuration: {"Params":"22M","Storage Mem":"76MB","Savings":"75%"}. This record does not assert independent reproduction.

### PHStarGANv2

FID: 24.33. Result ID: 698fb1783a6c314849fb2a08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b06f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b06f.md>)

[Implementation](<https://github.com/ispamm/HI2I>)

Recorded evaluation configuration: {"Params":"22M","Storage Mem":"76MB","Savings":"75%","n":4}. This record does not assert independent reproduction.

### PHStarGANv2

FID: 28.11. Result ID: 698fb1783a6c314849fb2a07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b06f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b06f.md>)

[Implementation](<https://github.com/ispamm/HI2I>)

Recorded evaluation configuration: {"Params":"29M","Storage Mem":"137MB","Savings":"67%","n":3}. This record does not assert independent reproduction.

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