# Box Inpainting on ImageNet

Source: [Box Inpainting on ImageNet](<https://www.sota2.com/research/sota/box-inpainting-on-imagenet>)

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

Data updated: 2026-03-10T11:15:29.666Z

Evaluation of image inpainting performance using box masking on the ImageNet 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) | ImageNet |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 42 of 42 |
| 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/box-inpainting-on-imagenet.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

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

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

- [CRPS (DINO)](<https://www.sota2.com/research/sota/box-inpainting-on-imagenet.md?metric=CRPS%20(DINO)>): Lower is better; unit: SCALAR.

- [CRPS (Inc)](<https://www.sota2.com/research/sota/box-inpainting-on-imagenet.md?metric=CRPS%20(Inc)>): Lower is better; unit: SCALAR.

- [Latency (s)](<https://www.sota2.com/research/sota/box-inpainting-on-imagenet.md?metric=Latency%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Latent DAPS | 23.98 | Not recorded | 69afa5702d603e6de3e43970 |
| FlowDPS | 23.21 | Not recorded | 69afa5702d603e6de3e43970 |
| Latent DPS | 22.8 | Not recorded | 69afa5702d603e6de3e43970 |
| FlowChef | 22.8 | Not recorded | 69afa5702d603e6de3e43970 |
| MPGD | 22.76 | Not recorded | 69afa5702d603e6de3e43970 |
| VFM | 22.71 | Not recorded | 69afa5702d603e6de3e43970 |
| PSLD | 22.61 | Not recorded | 69afa5702d603e6de3e43970 |
| VFM | 21.98 | Not recorded | 69afa5702d603e6de3e43970 |
| DAPS | 21.399 | Not recorded | 69a66c632d603e6de3e3d232 |
| FAST-DIPS | 21.381 | Not recorded | 69a66c632d603e6de3e3d232 |
| PSLD | 21.084 | Not recorded | 69a66c632d603e6de3e3d232 |
| SITCOM | 20.638 | Not recorded | 69a66c632d603e6de3e3d232 |
| HRDIS | 20.507 | Not recorded | 69a66c632d603e6de3e3d232 |
| LatentDAPS | 19.63 | Not recorded | 69a66c632d603e6de3e3d232 |
| frozen-θ | 19.41 | Not recorded | 69afa5702d603e6de3e43970 |
| Latent FAST-DIPS | 19.349 | Not recorded | 69a66c632d603e6de3e3d232 |
| DDNM | 19.2 | Not recorded | 69afa5912d603e6de3e43b71 |
| DIFFPIR | 18.7 | Not recorded | 69afa5912d603e6de3e43b71 |
| G&G | 18.3 | Not recorded | 69afa5912d603e6de3e43b71 |
| DAPS | 18.2 | Not recorded | 69afa5912d603e6de3e43b71 |
| ReSample | 18.087 | Not recorded | 69a66c632d603e6de3e3d232 |
| RED-DIFF | 18 | Not recorded | 69afa5912d603e6de3e43b71 |
| C-ΠGDM | 17.514 | Not recorded | 69a66c632d603e6de3e3d232 |
| DPS | 17.1 | Not recorded | 69afa5912d603e6de3e43b71 |
| PGDM | 16.4 | Not recorded | 69afa5912d603e6de3e43b71 |
| PNP-DM | 12.6 | Not recorded | 69afa5912d603e6de3e43b71 |

### Latent DAPS

PSNR: 23.98. Result ID: 69afdeaa6dbb7075b95867ea.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

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

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### FlowDPS

PSNR: 23.21. Result ID: 69afdeaa6dbb7075b95867ee.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77641e209131cea72f7d.md>)

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### Latent DPS

PSNR: 22.8. Result ID: 69afdeaa6dbb7075b95867e9.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

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

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### FlowChef

PSNR: 22.8. Result ID: 69afdeaa6dbb7075b95867ed.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### MPGD

PSNR: 22.76. Result ID: 69afdeaa6dbb7075b95867ec.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

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

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### VFM

PSNR: 22.71. Result ID: 69afdeaa6dbb7075b95867f1.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

[Implementation](<https://github.com/abbasmammadov/VFM>)

Recorded evaluation configuration: {"NFE":"10","Evaluation":"average"}. This record does not assert independent reproduction.

### PSLD

PSNR: 22.61. Result ID: 69afdeaa6dbb7075b95867eb.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

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

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

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### VFM

PSNR: 21.98. Result ID: 69afdeaa6dbb7075b95867f0.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

[Implementation](<https://github.com/abbasmammadov/VFM>)

Recorded evaluation configuration: {"NFE":"1","Evaluation":"single sample"}. This record does not assert independent reproduction.

### DAPS

PSNR: 21.399. Result ID: 69a8417e6dbb7075b94f107d.

[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)":"81.166"}. This record does not assert independent reproduction.

### FAST-DIPS

PSNR: 21.381. Result ID: 69a8417e6dbb7075b94f1081.

[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)":"6.347"}. This record does not assert independent reproduction.

### PSLD

PSNR: 21.084. Result ID: 69a8417e6dbb7075b94f1083.

[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)":"146.644"}. This record does not assert independent reproduction.

### SITCOM

PSNR: 20.638. Result ID: 69a8417e6dbb7075b94f107e.

[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)":"73.986"}. This record does not assert independent reproduction.

### HRDIS

PSNR: 20.507. Result ID: 69a8417e6dbb7075b94f1080.

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

Recorded evaluation configuration: {"Type":"Pixel","Run-time (s)":"10.107"}. This record does not assert independent reproduction.

### LatentDAPS

PSNR: 19.63. Result ID: 69a8417e6dbb7075b94f1082.

[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)":"96.110"}. This record does not assert independent reproduction.

### frozen-θ

PSNR: 19.41. Result ID: 69afdeaa6dbb7075b95867ef.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

Recorded evaluation configuration: {"NFE":"1"}. This record does not assert independent reproduction.

### Latent FAST-DIPS

PSNR: 19.349. Result ID: 69a8417e6dbb7075b94f1085.

[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)":"45.989"}. This record does not assert independent reproduction.

### DDNM

PSNR: 19.2. Result ID: 69affd416dbb7075b95958e5.

[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)":"5031","Run time (sec)":"296"}. This record does not assert independent reproduction.

### DIFFPIR

PSNR: 18.7. Result ID: 69affd416dbb7075b95958e7.

[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)":"5007","Run time (sec)":"169"}. This record does not assert independent reproduction.

### G&G

PSNR: 18.3. Result ID: 69affd416dbb7075b95958e0.

[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)":"4991","Run time (sec)":"83"}. This record does not assert independent reproduction.

### DAPS

PSNR: 18.2. Result ID: 69affd416dbb7075b95958e1.

[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)":"4993","Run time (sec)":"219"}. This record does not assert independent reproduction.

### ReSample

PSNR: 18.087. Result ID: 69a8417e6dbb7075b94f1084.

[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)":"281.831"}. This record does not assert independent reproduction.

### RED-DIFF

PSNR: 18. Result ID: 69affd416dbb7075b95958e2.

[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)":"4995","Run time (sec)":"165"}. This record does not assert independent reproduction.

### C-ΠGDM

PSNR: 17.514. Result ID: 69a8417e6dbb7075b94f107f.

[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)":"3.683"}. This record does not assert independent reproduction.

### DPS

PSNR: 17.1. Result ID: 69affd416dbb7075b95958e4.

[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)":"8701","Run time (sec)":"360"}. This record does not assert independent reproduction.

### PGDM

PSNR: 16.4. Result ID: 69affd416dbb7075b95958e6.

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

Recorded evaluation configuration: {"Memory (MB)":"8741","Run time (sec)":"371"}. This record does not assert independent reproduction.

### PNP-DM

PSNR: 12.6. Result ID: 69affd416dbb7075b95958e3.

[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)":"4993","Run time (sec)":"636"}. This record does not assert independent reproduction.

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