# UDC Restoration on POLED (test)

Source: [UDC Restoration on POLED (test)](<https://www.sota2.com/research/sota/udc-restoration-on-poled-test>)

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

Data updated: 2026-04-02T08:56:01.724Z

Evaluation of UDC (Under-Display Camera) Restoration performance on the test split of the POLED dataset, measured using PSNR, SSIM, LPIPS, and DISTS.

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 | UDC Restoration |
| Dataset (including any stated split) | POLED (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/udc-restoration-on-poled-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/udc-restoration-on-poled-test.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/udc-restoration-on-poled-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [DISTS](<https://www.sota2.com/research/sota/udc-restoration-on-poled-test.md?metric=DISTS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| UCMNet | 33.81 | Not recorded | 69cdf7fe0636e5bf4afcca50 |
| BNUDC | 33.39 | Not recorded | 69cdf7fe0636e5bf4afcca50 |
| FSI | 33.14 | Not recorded | 69cdf7fe0636e5bf4afcca50 |
| PDCRN | 32.44 | Not recorded | 69cdf7fe0636e5bf4afcca50 |
| DAGF | 32.29 | Not recorded | 69cdf7fe0636e5bf4afcca50 |
| MSUNet | 29.17 | Not recorded | 69cdf7fe0636e5bf4afcca50 |
| UDC-UNet | 26.25 | Not recorded | 69cdf7fe0636e5bf4afcca50 |

### UCMNet

PSNR: 33.81. Result ID: 69ce2f0447f34ce924b775f0.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf7fe0636e5bf4afcca50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf7fe0636e5bf4afcca50.md>)

Recorded evaluation configuration: {"#Params (M)":"3.2","FLOPs (G)":"151.13"}. This record does not assert independent reproduction.

### BNUDC

PSNR: 33.39. Result ID: 69ce2f0447f34ce924b775ef.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf7fe0636e5bf4afcca50.md>)

Recorded evaluation configuration: {"#Params (M)":"4.6","FLOPs (G)":"496.70"}. This record does not assert independent reproduction.

### FSI

PSNR: 33.14. Result ID: 69ce2f0447f34ce924b775ee.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf7fe0636e5bf4afcca50.md>)

Recorded evaluation configuration: {"#Params (M)":"5.3","FLOPs (G)":"155.93"}. This record does not assert independent reproduction.

### PDCRN

PSNR: 32.44. Result ID: 69ce2f0447f34ce924b775ec.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf7fe0636e5bf4afcca50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68661e209131cea1bd09.md>)

Recorded evaluation configuration: {"#Params (M)":"4.7","FLOPs (G)":"30.34"}. This record does not assert independent reproduction.

### DAGF

PSNR: 32.29. Result ID: 69ce2f0447f34ce924b775eb.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf7fe0636e5bf4afcca50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684b1e209131cea1b2e3.md>)

Recorded evaluation configuration: {"#Params (M)":"1.1","FLOPs (G)":"36.77"}. This record does not assert independent reproduction.

### MSUNet

PSNR: 29.17. Result ID: 69ce2f0447f34ce924b775ea.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf7fe0636e5bf4afcca50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69791e209131cea2245f.md>)

Recorded evaluation configuration: {"#Params (M)":"8.9","FLOPs (G)":"124.36"}. This record does not assert independent reproduction.

### UDC-UNet

PSNR: 26.25. Result ID: 69ce2f0447f34ce924b775ed.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf7fe0636e5bf4afcca50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d6d1e209131cea39c66.md>)

Recorded evaluation configuration: {"#Params (M)":"5.7","FLOPs (G)":"338.87"}. This record does not assert independent reproduction.

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