# Medical Image Inpainting on Kvasir-SEG Sessile Polyp v2

Source: [Medical Image Inpainting on Kvasir-SEG Sessile Polyp v2](<https://www.sota2.com/research/sota/medical-image-inpainting-on-kvasir-seg-sessile-polyp-v2>)

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

Data updated: 2026-04-14T08:14:20.913Z

Evaluation of image inpainting performance on the Kvasir-SEG Sessile Polyp v2 dataset, reporting reconstruction quality metrics such as L1/L2 Error, SSIM, PSNR, 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 | Medical Image Inpainting |
| Dataset (including any stated split) | Kvasir-SEG Sessile Polyp v2 |
| Metric | L1 Error |
| Unit | SCALAR |
| Direction | Lower 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

- [L1 Error](<https://www.sota2.com/research/sota/medical-image-inpainting-on-kvasir-seg-sessile-polyp-v2.md?metric=L1%20Error>): Lower is better; unit: SCALAR.

- [L2 Error](<https://www.sota2.com/research/sota/medical-image-inpainting-on-kvasir-seg-sessile-polyp-v2.md?metric=L2%20Error>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/medical-image-inpainting-on-kvasir-seg-sessile-polyp-v2.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [PSNR](<https://www.sota2.com/research/sota/medical-image-inpainting-on-kvasir-seg-sessile-polyp-v2.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/medical-image-inpainting-on-kvasir-seg-sessile-polyp-v2.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | L1 Error | Result date | Report paper |
| --- | --- | --- | --- |
| PrefPaint | 0.0169 | Not recorded | 68fa79b41e209131cea7efea |
| SD2i | 0.0227 | Not recorded | 68fa79b41e209131cea7efea |
| DreamBooth | 0.0266 | Not recorded | 68fa79b41e209131cea7efea |
| SDi (base) | 0.0267 | Not recorded | 68fa79b41e209131cea7efea |

### PrefPaint

L1 Error: 0.0169. Result ID: 69ddf75947f34ce924c54cbf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b41e209131cea7efea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b41e209131cea7efea.md>)

Recorded evaluation configuration: {"Training Strategy":"Fine-tuned"}. This record does not assert independent reproduction.

### SD2i

L1 Error: 0.0227. Result ID: 69ddf75947f34ce924c54cbe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b41e209131cea7efea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"Training Strategy":"Unmodified Pre-trained"}. This record does not assert independent reproduction.

### DreamBooth

L1 Error: 0.0266. Result ID: 69ddf75947f34ce924c54cbd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b41e209131cea7efea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d81.md>)

[Implementation](<https://dreambooth.github.io/>)

Recorded evaluation configuration: {"Training Strategy":"Fine-tuned"}. This record does not assert independent reproduction.

### SDi (base)

L1 Error: 0.0267. Result ID: 69ddf75947f34ce924c54cbc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b41e209131cea7efea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"Training Strategy":"Unmodified Pre-trained"}. This record does not assert independent reproduction.

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