# Masked-patch inpainting on ChestX-ray14

Source: [Masked-patch inpainting on ChestX-ray14](<https://www.sota2.com/research/sota/masked-patch-inpainting-on-chestx-ray14>)

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

Data updated: 2026-03-04T15:56:31.667Z

Evaluation of image inpainting performance using masked-patch corruption on the ChestX-ray14 dataset, measured using PSNR, SSIM, 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 | Masked-patch inpainting |
| Dataset (including any stated split) | ChestX-ray14 |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/masked-patch-inpainting-on-chestx-ray14.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/masked-patch-inpainting-on-chestx-ray14.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/masked-patch-inpainting-on-chestx-ray14.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| DiT-XL/2 | 34.26 | Not recorded | 69a66c642d603e6de3e3d276 |
| CR-Fill | 29.5 | Not recorded | 69a66c642d603e6de3e3d276 |
| ReACGAN | 27.54 | Not recorded | 69a66c642d603e6de3e3d276 |
| ACGAN | 26.51 | Not recorded | 69a66c642d603e6de3e3d276 |

### DiT-XL/2

PSNR: 34.26. Result ID: 69a856246dbb7075b94fa01d.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d276.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d276.md>)

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

### CR-Fill

PSNR: 29.5. Result ID: 69a856246dbb7075b94fa01c.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d276.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69961e209131cea22ddd.md>)

[Implementation](<https://github.com/zsyzzsoft/co-mod-gan>)

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

### ReACGAN

PSNR: 27.54. Result ID: 69a856246dbb7075b94fa01b.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d276.md>)

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

### ACGAN

PSNR: 26.51. Result ID: 69a856246dbb7075b94fa01a.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d276.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63801e209131ce9fef1e.md>)

[Implementation](<https://github.com/openai/improved-gan/>)

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

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