# Image Inpainting (Box) on FFHQ

Source: [Image Inpainting (Box) on FFHQ](<https://www.sota2.com/research/sota/image-inpainting-box-on-ffhq>)

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

Data updated: 2026-03-10T11:15:29.445Z

Evaluation of image inpainting performance using box masking on the FFHQ dataset, measured by PSNR, SSIM, and LPIPS.

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 | Inpaint (box) |
| Dataset (including any stated split) | FFHQ |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 25 of 25 |
| 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

- [PSNR](<https://www.sota2.com/research/sota/image-inpainting-box-on-ffhq.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-inpainting-box-on-ffhq.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/image-inpainting-box-on-ffhq.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| SITCOM | 25.336 | Not recorded | 69a66c632d603e6de3e3d232 |
| FAST-DIPS | 24.605 | Not recorded | 69a66c632d603e6de3e3d232 |
| DAPS | 24.546 | Not recorded | 69a66c632d603e6de3e3d232 |
| Latent FAST-DIPS | 24.048 | Not recorded | 69a66c632d603e6de3e3d232 |
| LatentDAPS | 23.53 | Not recorded | 69a66c632d603e6de3e3d232 |
| DIFFPIR | 22.6 | Not recorded | 69afa5912d603e6de3e43b71 |
| DDNM | 22.5 | Not recorded | 69afa5912d603e6de3e43b71 |
| DAPS | 22.4 | Not recorded | 69afa5912d603e6de3e43b71 |
| HRDIS | 21.735 | Not recorded | 69a66c632d603e6de3e3d232 |
| G&G | 21.7 | Not recorded | 69afa5912d603e6de3e43b71 |
| RED-DIFF | 21.6 | Not recorded | 69afa5912d603e6de3e43b71 |
| PSLD | 21.428 | Not recorded | 69a66c632d603e6de3e3d232 |
| PGDM | 21.1 | Not recorded | 69afa5912d603e6de3e43b71 |
| DPS | 20.9 | Not recorded | 69afa5912d603e6de3e43b71 |
| ReSample | 19.978 | Not recorded | 69a66c632d603e6de3e3d232 |
| C-ΠGDM | 18.294 | Not recorded | 69a66c632d603e6de3e3d232 |
| PNP-DM | 12.5 | Not recorded | 69afa5912d603e6de3e43b71 |

### SITCOM

PSNR: 25.336. Result ID: 69a8417e6dbb7075b94f1075.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c632d603e6de3e3d232.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78db1e209131cea7ad48.md>)

Recorded evaluation configuration: {"Type":"Pixel","Run-time (s)":"24.994"}. This record does not assert independent reproduction.

### FAST-DIPS

PSNR: 24.605. Result ID: 69a8417e6dbb7075b94f1078.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c632d603e6de3e3d232.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c632d603e6de3e3d232.md>)

Recorded evaluation configuration: {"Type":"Pixel","Run-time (s)":"2.937"}. This record does not assert independent reproduction.

### DAPS

PSNR: 24.546. Result ID: 69a8417e6dbb7075b94f1074.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c632d603e6de3e3d232.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa31e209131cea84481.md>)

Recorded evaluation configuration: {"Type":"Pixel","Run-time (s)":"33.108"}. This record does not assert independent reproduction.

### Latent FAST-DIPS

PSNR: 24.048. Result ID: 69a8417e6dbb7075b94f107c.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c632d603e6de3e3d232.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c632d603e6de3e3d232.md>)

Recorded evaluation configuration: {"Type":"Latent","Run-time (s)":"45.276"}. This record does not assert independent reproduction.

### LatentDAPS

PSNR: 23.53. Result ID: 69a8417e6dbb7075b94f1079.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c632d603e6de3e3d232.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa31e209131cea84481.md>)

Recorded evaluation configuration: {"Type":"Latent","Run-time (s)":"91.687"}. This record does not assert independent reproduction.

### DIFFPIR

PSNR: 22.6. Result ID: 69affd416dbb7075b95958ae.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f5a1e209131cea45311.md>)

Recorded evaluation configuration: {"Memory (MB)":"1985","Run time (sec)":"50"}. This record does not assert independent reproduction.

### DDNM

PSNR: 22.5. Result ID: 69affd416dbb7075b95958ac.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfb9.md>)

[Implementation](<https://github.com/wyhuai/DDNM>)

Recorded evaluation configuration: {"Memory (MB)":"2019","Run time (sec)":"47"}. This record does not assert independent reproduction.

### DAPS

PSNR: 22.4. Result ID: 69affd416dbb7075b95958a8.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa31e209131cea84481.md>)

Recorded evaluation configuration: {"Memory (MB)":"2095","Run time (sec)":"75"}. This record does not assert independent reproduction.

### HRDIS

PSNR: 21.735. Result ID: 69a8417e6dbb7075b94f1077.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c632d603e6de3e3d232.md>)

Recorded evaluation configuration: {"Type":"Pixel","Run-time (s)":"3.726"}. This record does not assert independent reproduction.

### G&G

PSNR: 21.7. Result ID: 69affd416dbb7075b95958a7.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

Recorded evaluation configuration: {"Memory (MB)":"1983","Run time (sec)":"25"}. This record does not assert independent reproduction.

### RED-DIFF

PSNR: 21.6. Result ID: 69affd416dbb7075b95958a9.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5af61e209131ce9c4296.md>)

Recorded evaluation configuration: {"Memory (MB)":"1985","Run time (sec)":"50"}. This record does not assert independent reproduction.

### PSLD

PSNR: 21.428. Result ID: 69a8417e6dbb7075b94f107a.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c632d603e6de3e3d232.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe71e209131cea48057.md>)

[Implementation](<https://github.com/LituRout/PSLD>)

Recorded evaluation configuration: {"Type":"Latent","Run-time (s)":"91.189"}. This record does not assert independent reproduction.

### PGDM

PSNR: 21.1. Result ID: 69affd416dbb7075b95958ad.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

Recorded evaluation configuration: {"Memory (MB)":"3409","Run time (sec)":"101"}. This record does not assert independent reproduction.

### DPS

PSNR: 20.9. Result ID: 69affd416dbb7075b95958ab.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adbc.md>)

Recorded evaluation configuration: {"Memory (MB)":"3309","Run time (sec)":"105"}. This record does not assert independent reproduction.

### ReSample

PSNR: 19.978. Result ID: 69a8417e6dbb7075b94f107b.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c632d603e6de3e3d232.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596ef.md>)

Recorded evaluation configuration: {"Type":"Latent","Run-time (s)":"253.162"}. This record does not assert independent reproduction.

### C-ΠGDM

PSNR: 18.294. Result ID: 69a8417e6dbb7075b94f1076.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c632d603e6de3e3d232.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Implementation](<https://github.com/mandt-lab/CI2RM>)

Recorded evaluation configuration: {"Type":"Pixel","Run-time (s)":"1.277"}. This record does not assert independent reproduction.

### PNP-DM

PSNR: 12.5. Result ID: 69affd416dbb7075b95958aa.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa759c1e209131cea68f2d.md>)

Recorded evaluation configuration: {"Memory (MB)":"1985","Run time (sec)":"194"}. This record does not assert independent reproduction.

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