# Image Distribution Recovery on CelebA (test)

Source: [Image Distribution Recovery on CelebA (test)](<https://www.sota2.com/research/sota/image-distribution-recovery-on-celeba-test>)

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

Data updated: 2026-02-26T05:44:41.955Z

Evaluation of image distribution recovery performance on the test split of the CelebA dataset, typically measured using FID scores derived from specific generation methodologies (e.g., DDIM sampling).

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 Distribution Recovery |
| Dataset (including any stated split) | CelebA official tool with DDIM (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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/image-distribution-recovery-on-celeba-test.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Online SFBD-OMNI | 10.28 | Not recorded | 6948d088423ea42265729f9f |
| Online SFBD-OMNI | 11.21 | Not recorded | 6948d088423ea42265729f9f |
| SFBD-OMNI | 11.6 | Not recorded | 6948d088423ea42265729f9f |
| SFBD-OMNI | 11.85 | Not recorded | 6948d088423ea42265729f9f |
| EMDiffusion | 59.04 | Not recorded | 6948d088423ea42265729f9f |
| EMDiffusion | 91.89 | Not recorded | 6948d088423ea42265729f9f |
| SURE-Score | 191.96 | Not recorded | 6948d088423ea42265729f9f |
| SURE-Score | 219.81 | Not recorded | 6948d088423ea42265729f9f |

### Online SFBD-OMNI

FID: 10.28. Result ID: 6999510e5698665ec4bbb5b7.

[Reporting paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

Recorded evaluation configuration: {"Corruption Process":"Gaussian Blur (k=9, sigma=2)","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction.

### Online SFBD-OMNI

FID: 11.21. Result ID: 6999510e5698665ec4bbb5b8.

[Reporting paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

Recorded evaluation configuration: {"Corruption Process":"Grayscale","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction.

### SFBD-OMNI

FID: 11.6. Result ID: 6999510e5698665ec4bbb5b5.

[Reporting paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

Recorded evaluation configuration: {"Corruption Process":"Gaussian Blur (k=9, sigma=2)","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction.

### SFBD-OMNI

FID: 11.85. Result ID: 6999510e5698665ec4bbb5b6.

[Reporting paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

Recorded evaluation configuration: {"Corruption Process":"Grayscale","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction.

### EMDiffusion

FID: 59.04. Result ID: 6999510e5698665ec4bbb5b4.

[Reporting paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ef1e209131cea5ef46.md>)

Recorded evaluation configuration: {"Corruption Process":"Grayscale","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction.

### EMDiffusion

FID: 91.89. Result ID: 6999510e5698665ec4bbb5b3.

[Reporting paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ef1e209131cea5ef46.md>)

Recorded evaluation configuration: {"Corruption Process":"Gaussian Blur (k=9, sigma=2)","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction.

### SURE-Score

FID: 191.96. Result ID: 6999510e5698665ec4bbb5b1.

[Reporting paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78341e209131cea772e6.md>)

Recorded evaluation configuration: {"Corruption Process":"Gaussian Blur (k=9, sigma=2)","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction.

### SURE-Score

FID: 219.81. Result ID: 6999510e5698665ec4bbb5b2.

[Reporting paper](<https://www.sota2.com/research/paper/6948d088423ea42265729f9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78341e209131cea772e6.md>)

Recorded evaluation configuration: {"Corruption Process":"Grayscale","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction.

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