# Relighting on Relighting Data Images (Holdout Set)

Source: [Relighting on Relighting Data Images (Holdout Set)](<https://www.sota2.com/research/sota/relighting-on-relighting-data-images-holdout-set>)

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

Data updated: 2026-03-06T08:58:51.008Z

Evaluation of Relighting performance on the holdout set of the Relighting Data Images dataset, measured using 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 | Relighting |
| Dataset (including any stated split) | Relighting Data Images (Holdout Set) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/relighting-on-relighting-data-images-holdout-set.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/relighting-on-relighting-data-images-holdout-set.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/relighting-on-relighting-data-images-holdout-set.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| DiffusionHarmonizer | 23.93 | Not recorded | 69a5196c2d603e6de3e3c888 |
| InstructPix2Pix | 15.35 | Not recorded | 69a5196c2d603e6de3e3c888 |
| SDEdit | 15.17 | Not recorded | 69a5196c2d603e6de3e3c888 |

### DiffusionHarmonizer

PSNR: 23.93. Result ID: 69aa96ef6dbb7075b9547b19.

[Reporting paper](<https://www.sota2.com/research/paper/69a5196c2d603e6de3e3c888.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a5196c2d603e6de3e3c888.md>)

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

### InstructPix2Pix

PSNR: 15.35. Result ID: 69aa96ef6dbb7075b9547b18.

[Reporting paper](<https://www.sota2.com/research/paper/69a5196c2d603e6de3e3c888.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa43.md>)

[Implementation](<https://www.sota2.com/timothybrooks.com/instruct-pix2pix>)

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

### SDEdit

PSNR: 15.17. Result ID: 69aa96ef6dbb7075b9547b17.

[Reporting paper](<https://www.sota2.com/research/paper/69a5196c2d603e6de3e3c888.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebbb.md>)

Recorded evaluation configuration: {"backbone":"SD 3"}. This record does not assert independent reproduction.

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