# Image Completion on ImageNet

Source: [Image Completion on ImageNet](<https://www.sota2.com/research/sota/image-completion-on-imagenet>)

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

Data updated: 2026-02-26T05:55:27.358Z

Evaluation of image completion or inpainting models on the ImageNet dataset, typically measured using reconstruction metrics like PSNR, SSIM, and perceptual metrics like 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 | Image Completion |
| Dataset (including any stated split) | ImageNet |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-completion-on-imagenet.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| ICT | 24.757 | Not recorded | 68fa699c1e209131cea230d4 |
| PIC | 24.01 | Not recorded | 68fa699c1e209131cea230d4 |
| ICT | 23.775 | Not recorded | 68fa699c1e209131cea230d4 |
| PIC | 22.711 | Not recorded | 68fa699c1e209131cea230d4 |
| ICT | 20.135 | Not recorded | 68fa699c1e209131cea230d4 |
| PIC | 18.843 | Not recorded | 68fa699c1e209131cea230d4 |

### ICT

PSNR: 24.757. Result ID: 698dc5f98b517eb43323a07b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699c1e209131cea230d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699c1e209131cea230d4.md>)

[Implementation](<https://www.sota2.com/raywzy.com/ICT>)

Recorded evaluation configuration: {"Mask Ratio":"20%-40%"}. This record does not assert independent reproduction.

### PIC

PSNR: 24.01. Result ID: 698dc5f98b517eb43323a07a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699c1e209131cea230d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658a1e209131cea0af82.md>)

Recorded evaluation configuration: {"Mask Ratio":"20%-40%"}. This record does not assert independent reproduction.

### ICT

PSNR: 23.775. Result ID: 698dc5f98b517eb43323a07f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699c1e209131cea230d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699c1e209131cea230d4.md>)

[Implementation](<https://www.sota2.com/raywzy.com/ICT>)

Recorded evaluation configuration: {"Mask Ratio":"Random"}. This record does not assert independent reproduction.

### PIC

PSNR: 22.711. Result ID: 698dc5f98b517eb43323a07e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699c1e209131cea230d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658a1e209131cea0af82.md>)

Recorded evaluation configuration: {"Mask Ratio":"Random"}. This record does not assert independent reproduction.

### ICT

PSNR: 20.135. Result ID: 698dc5f98b517eb43323a07d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699c1e209131cea230d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699c1e209131cea230d4.md>)

[Implementation](<https://www.sota2.com/raywzy.com/ICT>)

Recorded evaluation configuration: {"Mask Ratio":"40%-60%"}. This record does not assert independent reproduction.

### PIC

PSNR: 18.843. Result ID: 698dc5f98b517eb43323a07c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699c1e209131cea230d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658a1e209131cea0af82.md>)

Recorded evaluation configuration: {"Mask Ratio":"40%-60%"}. This record does not assert independent reproduction.

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