# Under-Display Camera Image Restoration on TOLED 49 (val)

Source: [Under-Display Camera Image Restoration on TOLED 49 (val)](<https://www.sota2.com/research/sota/under-display-camera-image-restoration-on-toled-49-val>)

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

Data updated: 2026-04-02T08:56:01.679Z

Evaluation of Under-Display Camera Image Restoration performance on the validation split of the TOLED 49 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 | Under-Display Camera Image Restoration |
| Dataset (including any stated split) | TOLED 49 (val) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/under-display-camera-image-restoration-on-toled-49-val.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/under-display-camera-image-restoration-on-toled-49-val.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/under-display-camera-image-restoration-on-toled-49-val.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [DISTS](<https://www.sota2.com/research/sota/under-display-camera-image-restoration-on-toled-49-val.md?metric=DISTS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| UCMNet | 39.17 | Not recorded | 69cdf7fe0636e5bf4afcca50 |
| BNUDC | 39.09 | Not recorded | 69cdf7fe0636e5bf4afcca50 |
| FSI | 38.96 | Not recorded | 69cdf7fe0636e5bf4afcca50 |
| MSUNet | 38.25 | Not recorded | 69cdf7fe0636e5bf4afcca50 |
| DAGF | 37.87 | Not recorded | 69cdf7fe0636e5bf4afcca50 |
| UDC-UNet | 35.71 | Not recorded | 69cdf7fe0636e5bf4afcca50 |

### UCMNet

PSNR: 39.17. Result ID: 69ce2f0447f34ce924b775e9.

[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: 39.09. Result ID: 69ce2f0447f34ce924b775e8.

[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: 38.96. Result ID: 69ce2f0447f34ce924b775e7.

[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.

### MSUNet

PSNR: 38.25. Result ID: 69ce2f0447f34ce924b775e4.

[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.

### DAGF

PSNR: 37.87. Result ID: 69ce2f0447f34ce924b775e5.

[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.

### UDC-UNet

PSNR: 35.71. Result ID: 69ce2f0447f34ce924b775e6.

[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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