# Random Inpainting (90%) on FFHQ 256

Source: [Random Inpainting (90%) on FFHQ 256](<https://www.sota2.com/research/sota/random-inpainting-90-percent-on-ffhq-256>)

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

Data updated: 2026-05-22T06:55:52.169Z

Evaluation of Random Inpainting performance on the FFHQ 256 dataset using a 90% masking ratio, measured by Time, LPIPS, and 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 | Random Inpainting (90%) |
| Dataset (including any stated split) | FFHQ 256 |
| Metric | Inference Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [Inference Time (s)](<https://www.sota2.com/research/sota/random-inpainting-90-percent-on-ffhq-256.md?metric=Inference%20Time%20(s)>): Lower is better; unit: TIME.

- [LPIPS](<https://www.sota2.com/research/sota/random-inpainting-90-percent-on-ffhq-256.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/random-inpainting-90-percent-on-ffhq-256.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Inference Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| RED-Diff | 0.3 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| DDRM | 0.3 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| MPGD | 0.6 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| HyperNoise | 0.6 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| AHVP | 0.6 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| C-ΠGDM | 0.7 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| NDTM | 4.1 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| SHVP | 4.1 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| DPS | 10.4 | Not recorded | 6a0fe2ebf984739ed6739c1c |
| DAPS | 18.9 | Not recorded | 6a0fe2ebf984739ed6739c1c |

### RED-Diff

Inference Time (s): 0.3. Result ID: 6a0ffda5fbc373592c085ae8.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DDRM

Inference Time (s): 0.3. Result ID: 6a0ffda5fbc373592c085ae9.

[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: Not recorded. This record does not assert independent reproduction.

### MPGD

Inference Time (s): 0.6. Result ID: 6a0ffda5fbc373592c085aec.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HyperNoise

Inference Time (s): 0.6. Result ID: 6a0ffda5fbc373592c085aed.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AHVP

Inference Time (s): 0.6. Result ID: 6a0ffda5fbc373592c085aee.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### C-ΠGDM

Inference Time (s): 0.7. Result ID: 6a0ffda5fbc373592c085aeb.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NDTM

Inference Time (s): 4.1. Result ID: 6a0ffda5fbc373592c085ae7.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SHVP

Inference Time (s): 4.1. Result ID: 6a0ffda5fbc373592c085aef.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DPS

Inference Time (s): 10.4. Result ID: 6a0ffda5fbc373592c085aea.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DAPS

Inference Time (s): 18.9. Result ID: 6a0ffda5fbc373592c085ae6.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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