# Unconditional Image Generation on LSUN Church (test)

Source: [Unconditional Image Generation on LSUN Church (test)](<https://www.sota2.com/research/sota/unconditional-image-generation-on-lsun-church-test>)

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

Data updated: 2026-02-26T05:44:44.240Z

Evaluation of unconditional image generation models on the test split of the LSUN Church dataset, typically measured using 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 | Unconditional Image Generation |
| Dataset (including any stated split) | LSUN Church (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 17 of 17 |
| 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/unconditional-image-generation-on-lsun-church-test.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| StyleGAN2 | 3.86 | Not recorded | 68fa6a901e209131cea28dd1 |
| DeMe (After Merge) | 7.27 | Not recorded | 68fa77721e209131cea73242 |
| ImageBART | 7.32 | Not recorded | 68fa6a901e209131cea28dd1 |
| DCT | 7.56 | Not recorded | 68fa6a901e209131cea28dd1 |
| TT | 7.81 | Not recorded | 68fa6a901e209131cea28dd1 |
| DDPM | 7.89 | Not recorded | 68fa6a901e209131cea28dd1 |
| DeMe (Before Merge) | 9.57 | Not recorded | 68fa77721e209131cea73242 |
| ANT-UW | 10.43 | Not recorded | 68fa77721e209131cea73242 |
| ANT-NashMTL | 10.45 | Not recorded | 68fa77721e209131cea73242 |
| Before-finetuning | 10.69 | Not recorded | 68fa77721e209131cea73242 |
| P2 Weighting | 10.77 | Not recorded | 68fa77721e209131cea73242 |
| SNR+1 | 10.8 | Not recorded | 68fa77721e209131cea73242 |
| Trun-SNR | 10.81 | Not recorded | 68fa77721e209131cea73242 |
| Min-SNR | 10.82 | Not recorded | 68fa77721e209131cea73242 |
| BOSS-6 | 17.43 | Not recorded | 68fa72451e209131cea556f3 |
| Distill-6-Reflow | 34.52 | Not recorded | 68fa72451e209131cea556f3 |
| Uniform-Reflow | 40.45 | Not recorded | 68fa72451e209131cea556f3 |

### StyleGAN2

FID: 3.86. Result ID: 699abcc65698665ec44ad468.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a901e209131cea28dd1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea15349.md>)

[Implementation](<https://github.com/NVlabs/stylegan2>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### DeMe (After Merge)

FID: 7.27. Result ID: 69949deb3a6c3148491e7116.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77721e209131cea73242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77721e209131cea73242.md>)

Recorded evaluation configuration: {"#Iterations":"20Kx4"}. This record does not assert independent reproduction.

### ImageBART

FID: 7.32. Result ID: 699abcc65698665ec44ad46b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a901e209131cea28dd1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a901e209131cea28dd1.md>)

[Implementation](<https://compvis.github.io/imagebart/>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### DCT

FID: 7.56. Result ID: 699abcc65698665ec44ad469.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a901e209131cea28dd1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696e1e209131cea21fd2.md>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### TT

FID: 7.81. Result ID: 699abcc65698665ec44ad46a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a901e209131cea28dd1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a371e209131cea26a4d.md>)

[Implementation](<https://git.io/JnyvK>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### DDPM

FID: 7.89. Result ID: 699abcc65698665ec44ad467.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a901e209131cea28dd1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ef1e209131cea1f0d5.md>)

[Implementation](<https://github.com/hojonathanho/diffusion>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### DeMe (Before Merge)

FID: 9.57. Result ID: 69949deb3a6c3148491e7115.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77721e209131cea73242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77721e209131cea73242.md>)

Recorded evaluation configuration: {"#Iterations":"20Kx4"}. This record does not assert independent reproduction.

### ANT-UW

FID: 10.43. Result ID: 69949deb3a6c3148491e7114.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77721e209131cea73242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a61e209131cea52503.md>)

[Implementation](<https://gohyojun15.github.io/ANT_diffusion/>)

Recorded evaluation configuration: {"#Iterations":"80K"}. This record does not assert independent reproduction.

### ANT-NashMTL

FID: 10.45. Result ID: 69949deb3a6c3148491e7113.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77721e209131cea73242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a61e209131cea52503.md>)

[Implementation](<https://gohyojun15.github.io/ANT_diffusion/>)

Recorded evaluation configuration: {"#Iterations":"80K"}. This record does not assert independent reproduction.

### Before-finetuning

FID: 10.69. Result ID: 69949deb3a6c3148491e710e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77721e209131cea73242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ef1e209131cea1f0d5.md>)

[Implementation](<https://github.com/hojonathanho/diffusion>)

Recorded evaluation configuration: {"#Iterations":null}. This record does not assert independent reproduction.

### P2 Weighting

FID: 10.77. Result ID: 69949deb3a6c3148491e7112.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77721e209131cea73242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32ba6.md>)

[Implementation](<https://github.com/jychoi118/P2-weighting>)

Recorded evaluation configuration: {"#Iterations":"80K"}. This record does not assert independent reproduction.

### SNR+1

FID: 10.8. Result ID: 69949deb3a6c3148491e710f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77721e209131cea73242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb41e209131cea355a5.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/diffusion_distillation>)

Recorded evaluation configuration: {"#Iterations":"80K"}. This record does not assert independent reproduction.

### Trun-SNR

FID: 10.81. Result ID: 69949deb3a6c3148491e7110.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77721e209131cea73242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb41e209131cea355a5.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/diffusion_distillation>)

Recorded evaluation configuration: {"#Iterations":"80K"}. This record does not assert independent reproduction.

### Min-SNR

FID: 10.82. Result ID: 69949deb3a6c3148491e7111.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77721e209131cea73242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72701e209131cea56526.md>)

[Implementation](<https://github.com/TiankaiHang/Min-SNR-Diffusion-Training>)

Recorded evaluation configuration: {"#Iterations":"80K"}. This record does not assert independent reproduction.

### BOSS-6

FID: 17.43. Result ID: 699229553a6c3148490d011f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556f3.md>)

[Implementation](<https://github.com/nguyenngocbaocmt02/BOSS>)

Recorded evaluation configuration: {"steps":"6"}. This record does not assert independent reproduction.

### Distill-6-Reflow

FID: 34.52. Result ID: 699229553a6c3148490d011e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d671e209131cea398b3.md>)

Recorded evaluation configuration: {"steps":"6"}. This record does not assert independent reproduction.

### Uniform-Reflow

FID: 40.45. Result ID: 699229553a6c3148490d0120.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d671e209131cea398b3.md>)

Recorded evaluation configuration: {"type":"reflow"}. This record does not assert independent reproduction.

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