# Inpainting on FFHQ-256

Source: [Inpainting on FFHQ-256](<https://www.sota2.com/research/sota/inpainting-on-ffhq-256>)

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

Data updated: 2026-05-22T06:55:52.006Z

Evaluation of image inpainting performance on the FFHQ dataset subset at 256x256 resolution, measured using PSNR and SSIM.

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 | Inpainting |
| Dataset (including any stated split) | FFHQ-256 |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/inpainting-on-ffhq-256.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/inpainting-on-ffhq-256.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| SHVP | 28.56 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| NDTM | 27.39 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| DPS | 27.11 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| AHVP | 26.32 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| DAPS-200 | 25.72 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| HyperNoise | 23.26 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| MPGD | 21.34 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| DDRM | 16.39 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| RED-Diff | 13.23 | Not recorded | 6a0fe2ebf984739ed6739c1c |

### SHVP

PSNR: 28.56. Result ID: 6a0ffda5fbc373592c085aa8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2ebf984739ed6739c1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe2ebf984739ed6739c1c.md>)

Recorded evaluation configuration: {"Random Masking":"90%"}. This record does not assert independent reproduction.

### NDTM

PSNR: 27.39. Result ID: 6a0ffda5fbc373592c085aa1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2ebf984739ed6739c1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c51e209131cea7a67e.md>)

Recorded evaluation configuration: {"Random Masking":"90%"}. This record does not assert independent reproduction.

### DPS

PSNR: 27.11. Result ID: 6a0ffda5fbc373592c085aa4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2ebf984739ed6739c1c.md>)

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

Recorded evaluation configuration: {"Random Masking":"90%"}. This record does not assert independent reproduction.

### AHVP

PSNR: 26.32. Result ID: 6a0ffda5fbc373592c085aa7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2ebf984739ed6739c1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe2ebf984739ed6739c1c.md>)

Recorded evaluation configuration: {"Random Masking":"90%"}. This record does not assert independent reproduction.

### DAPS-200

PSNR: 25.72. Result ID: 6a0ffda5fbc373592c085aa0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2ebf984739ed6739c1c.md>)

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

Recorded evaluation configuration: {"Random Masking":"90%"}. This record does not assert independent reproduction.

### HyperNoise

PSNR: 23.26. Result ID: 6a0ffda5fbc373592c085aa6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2ebf984739ed6739c1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f31.md>)

Recorded evaluation configuration: {"Random Masking":"90%"}. This record does not assert independent reproduction.

### MPGD

PSNR: 21.34. Result ID: 6a0ffda5fbc373592c085aa5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2ebf984739ed6739c1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71461e209131cea504ca.md>)

Recorded evaluation configuration: {"Random Masking":"90%"}. This record does not assert independent reproduction.

### DDRM

PSNR: 16.39. Result ID: 6a0ffda5fbc373592c085aa3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2ebf984739ed6739c1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"Random Masking":"90%"}. This record does not assert independent reproduction.

### RED-Diff

PSNR: 13.23. Result ID: 6a0ffda5fbc373592c085aa2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe2ebf984739ed6739c1c.md>)

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

Recorded evaluation configuration: {"Random Masking":"90%"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.