# Portrait Photo Retouching on PPR10K Expert a (test)

Source: [Portrait Photo Retouching on PPR10K Expert a (test)](<https://www.sota2.com/research/sota/portrait-photo-retouching-on-ppr10k-expert-a-test>)

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

Data updated: 2026-02-26T05:55:35.314Z

Evaluation of Portrait Photo Retouching performance on the test split of the PPR10K Expert a dataset, measured using metrics such as PSNR, ΔEab, and their hair/cloth variants (PSNR\_HC, ΔEab\_HC).

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 | Portrait photo retouching |
| Dataset (including any stated split) | PPR10K Expert a (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/portrait-photo-retouching-on-ppr10k-expert-a-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [Delta E ab](<https://www.sota2.com/research/sota/portrait-photo-retouching-on-ppr10k-expert-a-test.md?metric=Delta%20E%20ab>): Lower is better; unit: SCALAR.

- [PSNR (HC)](<https://www.sota2.com/research/sota/portrait-photo-retouching-on-ppr10k-expert-a-test.md?metric=PSNR%20(HC)>): Higher is better; unit: SCALAR.

- [Delta E ab (HC)](<https://www.sota2.com/research/sota/portrait-photo-retouching-on-ppr10k-expert-a-test.md?metric=Delta%20E%20ab%20(HC)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| 3D-LUT + AdaInt | 26.33 | Not recorded | 68fa6c631e209131cea33c0f |
| 3D-LUT + HRP | 25.99 | Not recorded | 68fa6c631e209131cea33c0f |
| 3D-LUT | 25.64 | Not recorded | 68fa6c631e209131cea33c0f |
| HDRNet | 23.93 | Not recorded | 68fa6c631e209131cea33c0f |
| CSRNet | 22.72 | Not recorded | 68fa6c631e209131cea33c0f |

### 3D-LUT + AdaInt

PSNR: 26.33. Result ID: 698f0f463a6c314849f5586f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c0f.md>)

[Implementation](<https://github.com/ImCharlesY/AdaInt>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### 3D-LUT + HRP

PSNR: 25.99. Result ID: 698f0f463a6c314849f5586e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a051e209131cea25805.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### 3D-LUT

PSNR: 25.64. Result ID: 698f0f463a6c314849f5586d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa686b1e209131cea1c073.md>)

[Implementation](<https://github.com/HuiZeng/Image-Adaptive-3DLUT>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### HDRNet

PSNR: 23.93. Result ID: 698f0f463a6c314849f5586b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa639f1e209131ce9ffcd2.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### CSRNet

PSNR: 22.72. Result ID: 698f0f463a6c314849f5586c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c631e209131cea33c0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68671e209131cea1be32.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.