# Image Generation and Reconstruction on CelebA-HQ (test)

Source: [Image Generation and Reconstruction on CelebA-HQ (test)](<https://www.sota2.com/research/sota/image-generation-and-reconstruction-on-celeba-hq-test>)

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

Data updated: 2026-02-26T05:50:42.395Z

Evaluation of models performing both image generation and reconstruction tasks on the test split of the CelebA-HQ dataset, using metrics like MSE and FID.

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 | Image Generation and Reconstruction |
| Dataset (including any stated split) | CelebA-HQ (test) |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [MSE](<https://www.sota2.com/research/sota/image-generation-and-reconstruction-on-celeba-hq-test.md?metric=MSE>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/image-generation-and-reconstruction-on-celeba-hq-test.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| Ours-LEBM | 0.023 | Not recorded | 68fa70cf1e209131cea4d59e |
| Ours-DAMC | 0.023 | Not recorded | 68fa70cf1e209131cea4d59e |
| ABP | 0.025 | Not recorded | 68fa70cf1e209131cea4d59e |
| LEBM | 0.025 | Not recorded | 68fa70cf1e209131cea4d59e |
| VAE | 0.031 | Not recorded | 68fa70cf1e209131cea4d59e |

### Ours-LEBM

MSE: 0.023. Result ID: 69915a903a6c314849078edc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d59e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d59e.md>)

[Implementation](<https://github.com/yuPeiyu98/Diffusion-Amortized-MCMC>)

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

### Ours-DAMC

MSE: 0.023. Result ID: 69915a903a6c314849078edd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d59e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d59e.md>)

[Implementation](<https://github.com/yuPeiyu98/Diffusion-Amortized-MCMC>)

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

### ABP

MSE: 0.025. Result ID: 69915a903a6c314849078eda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d59e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62fe1e209131ce9fc191.md>)

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

### LEBM

MSE: 0.025. Result ID: 69915a903a6c314849078edb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d59e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa689e1e209131cea1d21c.md>)

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

### VAE

MSE: 0.031. Result ID: 69915a903a6c314849078ed9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d59e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2d1e209131cea3e5fb.md>)

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

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