# Under-display camera image restoration on TOLED 75 (test)

Source: [Under-display camera image restoration on TOLED 75 (test)](<https://www.sota2.com/research/sota/under-display-camera-image-restoration-on-toled-75-test>)

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

Data updated: 2026-02-26T05:55:58.183Z

Evaluation of Under-display camera image restoration performance on the test split of the TOLED 75 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 | Under-display camera image restoration |
| Dataset (including any stated split) | TOLED 75 (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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-75-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/under-display-camera-image-restoration-on-toled-75-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/under-display-camera-image-restoration-on-toled-75-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| DiffUIR | 29.55 | Not recorded | 68fa72971e209131cea575ba |
| IDR | 27.91 | Not recorded | 68fa72971e209131cea575ba |
| NAFNet | 26.89 | Not recorded | 68fa72971e209131cea575ba |
| Transweather | 25.02 | Not recorded | 68fa72971e209131cea575ba |
| MPRNet | 24.69 | Not recorded | 68fa72971e209131cea575ba |
| RDDM | 23.48 | Not recorded | 68fa72971e209131cea575ba |
| MIRNetV2 | 21.86 | Not recorded | 68fa72971e209131cea575ba |
| DL | 21.23 | Not recorded | 68fa72971e209131cea575ba |
| Restormer | 20.98 | Not recorded | 68fa72971e209131cea575ba |
| DGUNet | 19.67 | Not recorded | 68fa72971e209131cea575ba |
| SwinIR | 17.72 | Not recorded | 68fa72971e209131cea575ba |
| TAPE | 17.61 | Not recorded | 68fa72971e209131cea575ba |
| Prompt-IR | 16.7 | Not recorded | 68fa72971e209131cea575ba |
| DA-CLIP | 15.74 | Not recorded | 68fa72971e209131cea575ba |
| AirNet | 14.58 | Not recorded | 68fa72971e209131cea575ba |
| HINet | 13.84 | Not recorded | 68fa72971e209131cea575ba |

### DiffUIR

PSNR: 29.55. Result ID: 699244fe3a6c3148490dc608.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Implementation](<https://github.com/iSEE-Laboratory/DiffUIR>)

Recorded evaluation configuration: {"Category":"Universal Method"}. This record does not assert independent reproduction.

### IDR

PSNR: 27.91. Result ID: 699244fe3a6c3148490dc605.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

Recorded evaluation configuration: {"Category":"Universal Method"}. This record does not assert independent reproduction.

### NAFNet

PSNR: 26.89. Result ID: 699244fe3a6c3148490dc5f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1d1e209131cea37def.md>)

[Implementation](<https://www.sota2.com/github.com/megvii-research/NAFNet>)

Recorded evaluation configuration: {"Category":"Task-specific Method"}. This record does not assert independent reproduction.

### Transweather

PSNR: 25.02. Result ID: 699244fe3a6c3148490dc602.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd91e209131cea363ff.md>)

[Implementation](<https://github.com/jeya-maria-jose/TransWeather>)

Recorded evaluation configuration: {"Category":"Universal Method"}. This record does not assert independent reproduction.

### MPRNet

PSNR: 24.69. Result ID: 699244fe3a6c3148490dc5fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69971e209131cea22e7c.md>)

[Implementation](<https://github.com/swz30/MPRNet>)

Recorded evaluation configuration: {"Category":"Task-specific Method"}. This record does not assert independent reproduction.

### RDDM

PSNR: 23.48. Result ID: 699244fe3a6c3148490dc5ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea57981.md>)

[Implementation](<https://github.com/nachifur/RDDM>)

Recorded evaluation configuration: {"Category":"Task-specific Method"}. This record does not assert independent reproduction.

### MIRNetV2

PSNR: 21.86. Result ID: 699244fe3a6c3148490dc5fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7e1e209131cea344ea.md>)

[Implementation](<https://github.com/swz30/MIRNetv2>)

Recorded evaluation configuration: {"Category":"Task-specific Method"}. This record does not assert independent reproduction.

### DL

PSNR: 21.23. Result ID: 699244fe3a6c3148490dc601.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66151e209131cea0e322.md>)

Recorded evaluation configuration: {"Category":"Universal Method"}. This record does not assert independent reproduction.

### Restormer

PSNR: 20.98. Result ID: 699244fe3a6c3148490dc600.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362d5.md>)

Recorded evaluation configuration: {"Category":"Task-specific Method"}. This record does not assert independent reproduction.

### DGUNet

PSNR: 19.67. Result ID: 699244fe3a6c3148490dc5fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33adb.md>)

[Implementation](<https://www.sota2.com/github.com/MC-E/DGUNet>)

Recorded evaluation configuration: {"Category":"Task-specific Method"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 17.72. Result ID: 699244fe3a6c3148490dc5fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea294aa.md>)

[Implementation](<https://github.com/JingyunLiang/SwinIR>)

Recorded evaluation configuration: {"Category":"Task-specific Method"}. This record does not assert independent reproduction.

### TAPE

PSNR: 17.61. Result ID: 699244fe3a6c3148490dc603.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d341e209131cea3860f.md>)

Recorded evaluation configuration: {"Category":"Universal Method"}. This record does not assert independent reproduction.

### Prompt-IR

PSNR: 16.7. Result ID: 699244fe3a6c3148490dc606.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe31e209131cea47ee5.md>)

[Implementation](<https://github.com/va1shn9v/PromptIR>)

Recorded evaluation configuration: {"Category":"Universal Method"}. This record does not assert independent reproduction.

### DA-CLIP

PSNR: 15.74. Result ID: 699244fe3a6c3148490dc607.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72541e209131cea55a82.md>)

[Implementation](<https://github.com/Algolzw/daclip-uir>)

Recorded evaluation configuration: {"Category":"Universal Method"}. This record does not assert independent reproduction.

### AirNet

PSNR: 14.58. Result ID: 699244fe3a6c3148490dc604.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

Recorded evaluation configuration: {"Category":"Universal Method"}. This record does not assert independent reproduction.

### HINet

PSNR: 13.84. Result ID: 699244fe3a6c3148490dc5fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72971e209131cea575ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea34489.md>)

[Implementation](<https://github.com/megvii-model/HINet>)

Recorded evaluation configuration: {"Category":"Task-specific Method"}. This record does not assert independent reproduction.

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