# Wide-gamut color recovery on ProPhoto 1.0 (test)

Source: [Wide-gamut color recovery on ProPhoto 1.0 (test)](<https://www.sota2.com/research/sota/wide-gamut-color-recovery-on-prophoto-1-0-test>)

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

Data updated: 2026-02-26T05:59:55.416Z

Evaluation of wide-gamut color recovery performance on the test split of the ProPhoto 1.0 dataset, measured using RMSE and PSNR variants.

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 | Wide-gamut color recovery |
| Dataset (including any stated split) | ProPhoto 1.0 (test) |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 15 of 15 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/wide-gamut-color-recovery-on-prophoto-1-0-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [RMSE (Original)](<https://www.sota2.com/research/sota/wide-gamut-color-recovery-on-prophoto-1-0-test.md?metric=RMSE%20(Original)>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/wide-gamut-color-recovery-on-prophoto-1-0-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [PSNR (Original)](<https://www.sota2.com/research/sota/wide-gamut-color-recovery-on-prophoto-1-0-test.md?metric=PSNR%20(Original)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| MLP + enc. (no optimization) | 0.0021 | Not recorded | 68fa6f2b1e209131cea443a8 |
| MLP (53KB) + enc. | 0.0021 | Not recorded | 68fa6f2b1e209131cea443a8 |
| MLP (23 KB) + enc. | 0.0021 | Not recorded | 68fa6f2b1e209131cea443a8 |
| MLP (53KB) + enc. + meta init. | 0.0021 | Not recorded | 68fa6f2b1e209131cea443a8 |
| MLP (23 KB) + enc. + meta init. | 0.0021 | Not recorded | 68fa6f2b1e209131cea443a8 |
| ProPhoto-Sampled | 0.0032 | Not recorded | 68fa6f2b1e209131cea443a8 |
| SIREN-residual | 0.0033 | Not recorded | 68fa6f2b1e209131cea443a8 |
| Soft Clip | 0.0039 | Not recorded | 68fa6f2b1e209131cea443a8 |
| SIREN (small)-residual | 0.004 | Not recorded | 68fa6f2b1e209131cea443a8 |
| GamutNet | 0.0052 | Not recorded | 68fa6f2b1e209131cea443a8 |
| Clip | 0.0069 | Not recorded | 68fa6f2b1e209131cea443a8 |
| Pix2pix | 0.0087 | Not recorded | 68fa6f2b1e209131cea443a8 |
| Pix2pixHD | 0.0157 | Not recorded | 68fa6f2b1e209131cea443a8 |
| ASAPNet | 0.0518 | Not recorded | 68fa6f2b1e209131cea443a8 |
| SIREN | 0.0648 | Not recorded | 68fa6f2b1e209131cea443a8 |

### MLP + enc. (no optimization)

RMSE: 0.0021. Result ID: 69909a693a6c31484901cdcb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Implementation](<https://gamut-mlp.github.io/>)

Recorded evaluation configuration: {"Metadata":"48 KB","Optim. Time":"37.05 sec"}. This record does not assert independent reproduction.

### MLP (53KB) + enc.

RMSE: 0.0021. Result ID: 69909a693a6c31484901cdcc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Implementation](<https://gamut-mlp.github.io/>)

Recorded evaluation configuration: {"Metadata":"53 KB","Optim. Time":"16.29 sec"}. This record does not assert independent reproduction.

### MLP (23 KB) + enc.

RMSE: 0.0021. Result ID: 69909a693a6c31484901cdcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Implementation](<https://gamut-mlp.github.io/>)

Recorded evaluation configuration: {"Metadata":"23 KB","Optim. Time":"16.32 sec"}. This record does not assert independent reproduction.

### MLP (53KB) + enc. + meta init.

RMSE: 0.0021. Result ID: 69909a693a6c31484901cdce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Implementation](<https://gamut-mlp.github.io/>)

Recorded evaluation configuration: {"Metadata":"53 KB","Optim. Time":"1.94 sec"}. This record does not assert independent reproduction.

### MLP (23 KB) + enc. + meta init.

RMSE: 0.0021. Result ID: 69909a693a6c31484901cdcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Implementation](<https://gamut-mlp.github.io/>)

Recorded evaluation configuration: {"Metadata":"23 KB","Optim. Time":"1.90 sec"}. This record does not assert independent reproduction.

### ProPhoto-Sampled

RMSE: 0.0032. Result ID: 69909a693a6c31484901cdc7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

Recorded evaluation configuration: {"Metadata":"135 KB","Optim. Time":null}. This record does not assert independent reproduction.

### SIREN-residual

RMSE: 0.0033. Result ID: 69909a693a6c31484901cdc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea1845c.md>)

Recorded evaluation configuration: {"Metadata":"796 KB","Optim. Time":"118.98 mins"}. This record does not assert independent reproduction.

### Soft Clip

RMSE: 0.0039. Result ID: 69909a693a6c31484901cdc2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

Recorded evaluation configuration: {"Metadata":null,"Optim. Time":null}. This record does not assert independent reproduction.

### SIREN (small)-residual

RMSE: 0.004. Result ID: 69909a693a6c31484901cdca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea1845c.md>)

Recorded evaluation configuration: {"Metadata":"69 KB","Optim. Time":"94.62 mins"}. This record does not assert independent reproduction.

### GamutNet

RMSE: 0.0052. Result ID: 69909a693a6c31484901cdc6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

Recorded evaluation configuration: {"Metadata":null,"Optim. Time":null}. This record does not assert independent reproduction.

### Clip

RMSE: 0.0069. Result ID: 69909a693a6c31484901cdc1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

Recorded evaluation configuration: {"Metadata":null,"Optim. Time":null}. This record does not assert independent reproduction.

### Pix2pix

RMSE: 0.0087. Result ID: 69909a693a6c31484901cdc3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65151e209131cea0821e.md>)

[Implementation](<https://github.com/phillipi/pix2pix>)

Recorded evaluation configuration: {"Metadata":null,"Optim. Time":null}. This record does not assert independent reproduction.

### Pix2pixHD

RMSE: 0.0157. Result ID: 69909a693a6c31484901cdc4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c11e209131cea06591.md>)

Recorded evaluation configuration: {"Metadata":null,"Optim. Time":null}. This record does not assert independent reproduction.

### ASAPNet

RMSE: 0.0518. Result ID: 69909a693a6c31484901cdc5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68e01e209131cea1ee27.md>)

Recorded evaluation configuration: {"Metadata":null,"Optim. Time":null}. This record does not assert independent reproduction.

### SIREN

RMSE: 0.0648. Result ID: 69909a693a6c31484901cdc8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2b1e209131cea443a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea1845c.md>)

Recorded evaluation configuration: {"Metadata":"796 KB","Optim. Time":"115.67 mins"}. This record does not assert independent reproduction.

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