# Image Space Diffusion on CelebA 64x64

Source: [Image Space Diffusion on CelebA 64x64](<https://www.sota2.com/research/sota/image-space-diffusion-on-celeba-64x64>)

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

Data updated: 2026-05-20T09:14:13.252Z

Evaluation of image space diffusion models on the CelebA dataset rendered at 64x64 resolution, typically measured using FID, Precision, and Recall.

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 Space Diffusion |
| Dataset (including any stated split) | CelebA 64x64 |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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-space-diffusion-on-celeba-64x64.md?metric=FID>): Lower is better; unit: SCALAR.

- [Precision](<https://www.sota2.com/research/sota/image-space-diffusion-on-celeba-64x64.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/image-space-diffusion-on-celeba-64x64.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Ours (K=16) | 4.93 | Not recorded | 6a0d4054f984739ed6737b48 |
| FeatKD | 5.14 | Not recorded | 6a0d4054f984739ed6737b48 |
| OutKD+FeatKD | 5.24 | Not recorded | 6a0d4054f984739ed6737b48 |
| w/o KD | 5.3 | Not recorded | 6a0d4054f984739ed6737b48 |
| OutKD | 5.53 | Not recorded | 6a0d4054f984739ed6737b48 |
| Ours (K=16) | 5.97 | Not recorded | 6a0d4054f984739ed6737b48 |
| OutKD+FeatKD | 6.21 | Not recorded | 6a0d4054f984739ed6737b48 |
| FeatKD | 6.26 | Not recorded | 6a0d4054f984739ed6737b48 |
| w/o KD | 6.32 | Not recorded | 6a0d4054f984739ed6737b48 |
| OutKD | 6.46 | Not recorded | 6a0d4054f984739ed6737b48 |
| Teacher | 6.48 | Not recorded | 6a0d4054f984739ed6737b48 |
| Ours (K=16) | 15.73 | Not recorded | 6a0d4054f984739ed6737b48 |
| OutKD | 55.41 | Not recorded | 6a0d4054f984739ed6737b48 |
| OutKD+FeatKD | 211.23 | Not recorded | 6a0d4054f984739ed6737b48 |
| w/o KD | 223.56 | Not recorded | 6a0d4054f984739ed6737b48 |
| FeatKD | 240.82 | Not recorded | 6a0d4054f984739ed6737b48 |

### Ours (K=16)

FID: 4.93. Result ID: 6a0d7a22fbc373592c05b92c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"50%","Iters":"200k","MACs":"6.0G","Params":"19.7M"}. This record does not assert independent reproduction.

### FeatKD

FID: 5.14. Result ID: 6a0d7a22fbc373592c05b92a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"50%","Iters":"200k","MACs":"6.0G","Params":"19.7M"}. This record does not assert independent reproduction.

### OutKD+FeatKD

FID: 5.24. Result ID: 6a0d7a22fbc373592c05b92b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"50%","Iters":"200k","MACs":"6.0G","Params":"19.7M"}. This record does not assert independent reproduction.

### w/o KD

FID: 5.3. Result ID: 6a0d7a22fbc373592c05b928.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"50%","Iters":"200k","MACs":"6.0G","Params":"19.7M"}. This record does not assert independent reproduction.

### OutKD

FID: 5.53. Result ID: 6a0d7a22fbc373592c05b929.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"50%","Iters":"200k","MACs":"6.0G","Params":"19.7M"}. This record does not assert independent reproduction.

### Ours (K=16)

FID: 5.97. Result ID: 6a0d7a22fbc373592c05b931.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"70%","Iters":"240k","MACs":"4.2G","Params":"9.2M"}. This record does not assert independent reproduction.

### OutKD+FeatKD

FID: 6.21. Result ID: 6a0d7a22fbc373592c05b930.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"70%","Iters":"240k","MACs":"4.2G","Params":"9.2M"}. This record does not assert independent reproduction.

### FeatKD

FID: 6.26. Result ID: 6a0d7a22fbc373592c05b92f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"70%","Iters":"240k","MACs":"4.2G","Params":"9.2M"}. This record does not assert independent reproduction.

### w/o KD

FID: 6.32. Result ID: 6a0d7a22fbc373592c05b92d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"70%","Iters":"240k","MACs":"4.2G","Params":"9.2M"}. This record does not assert independent reproduction.

### OutKD

FID: 6.46. Result ID: 6a0d7a22fbc373592c05b92e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"70%","Iters":"240k","MACs":"4.2G","Params":"9.2M"}. This record does not assert independent reproduction.

### Teacher

FID: 6.48. Result ID: 6a0d7a22fbc373592c05b927.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76071e209131cea6b026.md>)

Recorded evaluation configuration: {"Pruning ratio":"0%","Iters":"500k","MACs":"23.9G","Params":"78.7M"}. This record does not assert independent reproduction.

### Ours (K=16)

FID: 15.73. Result ID: 6a0d7a22fbc373592c05b936.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"90%","Iters":"500k","MACs":"0.8G","Params":"1.3M"}. This record does not assert independent reproduction.

### OutKD

FID: 55.41. Result ID: 6a0d7a22fbc373592c05b933.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"90%","Iters":"500k","MACs":"0.8G","Params":"1.3M"}. This record does not assert independent reproduction.

### OutKD+FeatKD

FID: 211.23. Result ID: 6a0d7a22fbc373592c05b935.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"90%","Iters":"500k","MACs":"0.8G","Params":"1.3M"}. This record does not assert independent reproduction.

### w/o KD

FID: 223.56. Result ID: 6a0d7a22fbc373592c05b932.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"90%","Iters":"500k","MACs":"0.8G","Params":"1.3M"}. This record does not assert independent reproduction.

### FeatKD

FID: 240.82. Result ID: 6a0d7a22fbc373592c05b934.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b48.md>)

Recorded evaluation configuration: {"Pruning ratio":"90%","Iters":"500k","MACs":"0.8G","Params":"1.3M"}. This record does not assert independent reproduction.

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