# Reference-guided image synthesis on CelebA-HQ 128 x 128

Source: [Reference-guided image synthesis on CelebA-HQ 128 x 128](<https://www.sota2.com/research/sota/reference-guided-image-synthesis-on-celeba-hq-128-x-128>)

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

Data updated: 2026-02-26T05:40:42.883Z

Evaluation of reference-guided image synthesis models using the 128x128 resolution version of the CelebA-HQ dataset, measured by Density and Coverage.

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 image synthesis |
| Dataset (including any stated split) | CelebA-HQ 128 x 128 |
| Metric | Density |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Density](<https://www.sota2.com/research/sota/reference-guided-image-synthesis-on-celeba-hq-128-x-128.md?metric=Density>): Higher is better; unit: SCALAR.

- [Coverage](<https://www.sota2.com/research/sota/reference-guided-image-synthesis-on-celeba-hq-128-x-128.md?metric=Coverage>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Density | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 1.97 | Not recorded | 68fa6a741e209131cea283e0 |
| Stargan-v2 | 1.63 | Not recorded | 68fa6a741e209131cea283e0 |

### Ours

Density: 1.97. Result ID: 698e36aaffc3901de09bb3d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a741e209131cea283e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a741e209131cea283e0.md>)

Recorded evaluation configuration: {"HR image resolution":"128 x 128"}. This record does not assert independent reproduction.

### Stargan-v2

Density: 1.63. Result ID: 698e36aaffc3901de09bb3d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a741e209131cea283e0.md>)

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

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

Recorded evaluation configuration: {"HR image resolution":"128 x 128"}. This record does not assert independent reproduction.

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