# Dual-pixel Defocus Deblurring on DPDD (test)

Source: [Dual-pixel Defocus Deblurring on DPDD (test)](<https://www.sota2.com/research/sota/dual-pixel-defocus-deblurring-on-dpdd-test>)

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

Data updated: 2026-02-26T05:57:06.095Z

Evaluation of Dual-pixel Defocus Deblurring performance on the test split of the DPDD dataset, measured using PSNR, SSIM, and LPIPS metrics separately for Indoor Scenes, Outdoor Scenes, and Combined results.

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 | Dual-pixel Defocus Deburring |
| Dataset (including any stated split) | DPDD (test) |
| Metric | PSNR (Indoor Scenes) |
| 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 (Indoor Scenes)](<https://www.sota2.com/research/sota/dual-pixel-defocus-deblurring-on-dpdd-test.md?metric=PSNR%20(Indoor%20Scenes)>): Higher is better; unit: SCALAR.

- [SSIM (Indoor Scenes)](<https://www.sota2.com/research/sota/dual-pixel-defocus-deblurring-on-dpdd-test.md?metric=SSIM%20(Indoor%20Scenes)>): Higher is better; unit: SCALAR.

- [LPIPS (Indoor Scenes)](<https://www.sota2.com/research/sota/dual-pixel-defocus-deblurring-on-dpdd-test.md?metric=LPIPS%20(Indoor%20Scenes)>): Lower is better; unit: SCALAR.

- [PSNR (Outdoor Scenes)](<https://www.sota2.com/research/sota/dual-pixel-defocus-deblurring-on-dpdd-test.md?metric=PSNR%20(Outdoor%20Scenes)>): Higher is better; unit: SCALAR.

- [SSIM (Outdoor Scenes)](<https://www.sota2.com/research/sota/dual-pixel-defocus-deblurring-on-dpdd-test.md?metric=SSIM%20(Outdoor%20Scenes)>): Higher is better; unit: SCALAR.

- [LPIPS (Outdoor Scenes)](<https://www.sota2.com/research/sota/dual-pixel-defocus-deblurring-on-dpdd-test.md?metric=LPIPS%20(Outdoor%20Scenes)>): Lower is better; unit: SCALAR.

- [PSNR (Combined)](<https://www.sota2.com/research/sota/dual-pixel-defocus-deblurring-on-dpdd-test.md?metric=PSNR%20(Combined)>): Higher is better; unit: SCALAR.

- [SSIM (Combined)](<https://www.sota2.com/research/sota/dual-pixel-defocus-deblurring-on-dpdd-test.md?metric=SSIM%20(Combined)>): Higher is better; unit: SCALAR.

- [LPIPS (Combined)](<https://www.sota2.com/research/sota/dual-pixel-defocus-deblurring-on-dpdd-test.md?metric=LPIPS%20(Combined)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR (Indoor Scenes) | Result date | Report paper |
| --- | --- | --- | --- |
| GRL-B + Ours-c | 29.96 | Not recorded | 68fa728e1e209131cea570b8 |
| GRL-B | 29.83 | Not recorded | 68fa728e1e209131cea570b8 |
| Restormer + Ours-c | 29.79 | Not recorded | 68fa728e1e209131cea570b8 |
| Restormer | 29.48 | Not recorded | 68fa728e1e209131cea570b8 |
| IFAN + Ours-c | 28.94 | Not recorded | 68fa728e1e209131cea570b8 |
| IFAN | 28.66 | Not recorded | 68fa728e1e209131cea570b8 |

### GRL-B + Ours-c

PSNR (Indoor Scenes): 29.96. Result ID: 69925bce3a6c3148490e6a34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea570b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea570b8.md>)

Recorded evaluation configuration: {"Deblurring Type":"Dual-pixel","Pre-trained Model":"CLIP"}. This record does not assert independent reproduction.

### GRL-B

PSNR (Indoor Scenes): 29.83. Result ID: 69925bce3a6c3148490e6a33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea570b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7b1e209131cea45e06.md>)

[Implementation](<https://github.com/ofsoundof/GRL-Image-Restoration.git>)

Recorded evaluation configuration: {"Deblurring Type":"Dual-pixel"}. This record does not assert independent reproduction.

### Restormer + Ours-c

PSNR (Indoor Scenes): 29.79. Result ID: 69925bce3a6c3148490e6a32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea570b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea570b8.md>)

Recorded evaluation configuration: {"Deblurring Type":"Dual-pixel","Pre-trained Model":"CLIP"}. This record does not assert independent reproduction.

### Restormer

PSNR (Indoor Scenes): 29.48. Result ID: 69925bce3a6c3148490e6a31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea570b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e3.md>)

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

Recorded evaluation configuration: {"Deblurring Type":"Dual-pixel"}. This record does not assert independent reproduction.

### IFAN + Ours-c

PSNR (Indoor Scenes): 28.94. Result ID: 69925bce3a6c3148490e6a30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea570b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea570b8.md>)

Recorded evaluation configuration: {"Deblurring Type":"Dual-pixel","Pre-trained Model":"CLIP"}. This record does not assert independent reproduction.

### IFAN

PSNR (Indoor Scenes): 28.66. Result ID: 69925bce3a6c3148490e6a2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa728e1e209131cea570b8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea3231d.md>)

Recorded evaluation configuration: {"Deblurring Type":"Dual-pixel"}. This record does not assert independent reproduction.

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