# Latent-guided image synthesis on CelebA-HQ

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

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

Data updated: 2026-02-26T05:44:18.532Z

Evaluation of models performing latent-guided image synthesis 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 | latent-guided image synthesis |
| Dataset (including any stated split) | CelebA-HQ |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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/latent-guided-image-synthesis-on-celeba-hq.md?metric=FID>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| StarGAN v2 | 13.7 | Not recorded | 68fa676c1e209131cea1603b |
| Real images | 14.8 | Not recorded | 68fa676c1e209131cea1603b |
| PHStarGANv2 | 16.54 | Not recorded | 68fa6da21e209131cea3b06f |
| PHStarGANv2 | 16.63 | Not recorded | 68fa6da21e209131cea3b06f |
| StarGANv2 | 17.16 | Not recorded | 68fa6da21e209131cea3b06f |
| Quaternion StarGANv2 | 27.9 | Not recorded | 68fa6da21e209131cea3b06f |
| MUNIT | 31.4 | Not recorded | 68fa676c1e209131cea1603b |
| MSGAN | 33.1 | Not recorded | 68fa676c1e209131cea1603b |
| DRIT | 52.1 | Not recorded | 68fa676c1e209131cea1603b |

### StarGAN v2

FID: 13.7. Result ID: 698d32d08b517eb4331fbb6d.

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

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

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

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

### Real images

FID: 14.8. Result ID: 698d32d08b517eb4331fbb6e.

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

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

### PHStarGANv2

FID: 16.54. Result ID: 698fb1783a6c314849fb2a0c.

[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: 16.63. Result ID: 698fb1783a6c314849fb2a0b.

[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.

### StarGANv2

FID: 17.16. Result ID: 698fb1783a6c314849fb2a09.

[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: 27.9. Result ID: 698fb1783a6c314849fb2a0a.

[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.

### MUNIT

FID: 31.4. Result ID: 698d32d08b517eb4331fbb6a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c01e209131cea06469.md>)

[Implementation](<https://github.com/nvlabs/MUNIT>)

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

### MSGAN

FID: 33.1. Result ID: 698d32d08b517eb4331fbb6c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bf1e209131cea0c1ec.md>)

[Implementation](<https://github.com/HelenMao/MSGAN/>)

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

### DRIT

FID: 52.1. Result ID: 698d32d08b517eb4331fbb6b.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64aa1e209131cea05f9e.md>)

[Implementation](<https://github.com/HsinYingLee/DRIT/>)

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

Page 1 of 1. This is an index page, not the full collection.