# Single-image Defocus deblurring on DPD Indoor Scenes

Source: [Single-image Defocus deblurring on DPD Indoor Scenes](<https://www.sota2.com/research/sota/single-image-defocus-deblurring-on-dpd-indoor-scenes>)

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

Data updated: 2026-05-05T07:05:36.632Z

Evaluation of Single-image Defocus Deblurring performance on the DPD Indoor Scenes dataset, measured using PSNR, SSIM, MAE, 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 | Single-image Defocus deblurring |
| Dataset (including any stated split) | DPD Indoor Scenes |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 31 of 31 |
| 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/single-image-defocus-deblurring-on-dpd-indoor-scenes.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/single-image-defocus-deblurring-on-dpd-indoor-scenes.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [MAE](<https://www.sota2.com/research/sota/single-image-defocus-deblurring-on-dpd-indoor-scenes.md?metric=MAE>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/single-image-defocus-deblurring-on-dpd-indoor-scenes.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Hi-IRD-B | 29.7 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| ENS-Deblurring | 29.63 | Not recorded | 69f979fec0f56ed843089cd5 |
| RestormerD | 29.48 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| RestormerD | 29.48 | Not recorded | 69f979fec0f56ed843089cd5 |
| ENS-Deblurring | 29.14 | Not recorded | 69f979fec0f56ed843089cd5 |
| Restormer | 28.87 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| KBNetS | 28.87 | Not recorded | 69f979fec0f56ed843089cd5 |
| RestormerS | 28.87 | Not recorded | 69f979fec0f56ed843089cd5 |
| Hi-IR-B | 28.73 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| IFAND | 28.66 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| IFAND | 28.66 | Not recorded | 69f979fec0f56ed843089cd5 |
| MambaIRS (ours) | 28.25 | Not recorded | 69f979fec0f56ed843089cd5 |
| Uformer | 28.23 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| UformerD | 28.23 | Not recorded | 69f979fec0f56ed843089cd5 |
| IFAN | 28.11 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| IFANS | 28.11 | Not recorded | 69f979fec0f56ed843089cd5 |
| RDPDD | 28.1 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| RDPDD | 28.1 | Not recorded | 69f979fec0f56ed843089cd5 |
| KPAC | 27.97 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| KPACS | 27.97 | Not recorded | 69f979fec0f56ed843089cd5 |
| DPDNetD | 27.48 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| DPDNetD | 27.48 | Not recorded | 69f979fec0f56ed843089cd5 |
| MambaIRD (ours) | 27.05 | Not recorded | 69f979fec0f56ed843089cd5 |
| JNB | 26.73 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| JNBs | 26.73 | Not recorded | 69f979fec0f56ed843089cd5 |
| DPDNet | 26.54 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| DPDNetS | 26.54 | Not recorded | 69f979fec0f56ed843089cd5 |
| EBDB | 25.77 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| EBDBS | 25.77 | Not recorded | 69f979fec0f56ed843089cd5 |
| DMENet | 25.5 | Not recorded | 68fa75eb1e209131cea6a9b2 |
| DMENetS | 25.5 | Not recorded | 69f979fec0f56ed843089cd5 |

### Hi-IRD-B

PSNR: 29.7. Result ID: 699406c93a6c3148491a763f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

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

### ENS-Deblurring

PSNR: 29.63. Result ID: 69f996b947f34ce924dcd187.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

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

### RestormerD

PSNR: 29.48. Result ID: 699406c93a6c3148491a763e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

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

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

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

### RestormerD

PSNR: 29.48. Result ID: 69f996b947f34ce924dcd185.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

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

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

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

### ENS-Deblurring

PSNR: 29.14. Result ID: 69f996b947f34ce924dcd180.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

Recorded evaluation configuration: {"Pixel Configuration":"Single-pixel"}. This record does not assert independent reproduction.

### Restormer

PSNR: 28.87. Result ID: 699406c93a6c3148491a75f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KBNetS

PSNR: 28.87. Result ID: 69f996b947f34ce924dcd17d.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb51e209131cea41a95.md>)

[Implementation](<https://github.com/zhangyi-3/kbnet>)

Recorded evaluation configuration: {"Pixel Configuration":"Single-pixel"}. This record does not assert independent reproduction.

### RestormerS

PSNR: 28.87. Result ID: 69f996b947f34ce924dcd17e.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

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

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

Recorded evaluation configuration: {"Pixel Configuration":"Single-pixel"}. This record does not assert independent reproduction.

### Hi-IR-B

PSNR: 28.73. Result ID: 699406c93a6c3148491a75f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### IFAND

PSNR: 28.66. Result ID: 699406c93a6c3148491a763d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

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

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

### IFAND

PSNR: 28.66. Result ID: 69f996b947f34ce924dcd184.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

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

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

### MambaIRS (ours)

PSNR: 28.25. Result ID: 69f996b947f34ce924dcd17f.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75321e209131cea66508.md>)

[Implementation](<https://github.com/csguoh/MambaIR>)

Recorded evaluation configuration: {"Pixel Configuration":"Single-pixel"}. This record does not assert independent reproduction.

### Uformer

PSNR: 28.23. Result ID: 699406c93a6c3148491a763c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d86f.md>)

[Implementation](<https://github.com/ZhendongWang6/Uformer>)

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

### UformerD

PSNR: 28.23. Result ID: 69f996b947f34ce924dcd183.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d86f.md>)

[Implementation](<https://github.com/ZhendongWang6/Uformer>)

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

### IFAN

PSNR: 28.11. Result ID: 699406c93a6c3148491a75f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### IFANS

PSNR: 28.11. Result ID: 69f996b947f34ce924dcd17c.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

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

Recorded evaluation configuration: {"Pixel Configuration":"Single-pixel"}. This record does not assert independent reproduction.

### RDPDD

PSNR: 28.1. Result ID: 699406c93a6c3148491a763b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b42.md>)

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

### RDPDD

PSNR: 28.1. Result ID: 69f996b947f34ce924dcd181.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b42.md>)

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

### KPAC

PSNR: 27.97. Result ID: 699406c93a6c3148491a75f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea292a5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KPACS

PSNR: 27.97. Result ID: 69f996b947f34ce924dcd17b.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea292a5.md>)

Recorded evaluation configuration: {"Pixel Configuration":"Single-pixel"}. This record does not assert independent reproduction.

### DPDNetD

PSNR: 27.48. Result ID: 699406c93a6c3148491a763a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f71e209131cea197bb.md>)

[Implementation](<https://github.com/Abdullah-Abuolaim/defocus-deblurring-dual-pixel>)

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

### DPDNetD

PSNR: 27.48. Result ID: 69f996b947f34ce924dcd182.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f71e209131cea197bb.md>)

[Implementation](<https://github.com/Abdullah-Abuolaim/defocus-deblurring-dual-pixel>)

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

### MambaIRD (ours)

PSNR: 27.05. Result ID: 69f996b947f34ce924dcd186.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75321e209131cea66508.md>)

[Implementation](<https://github.com/csguoh/MambaIR>)

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

### JNB

PSNR: 26.73. Result ID: 699406c93a6c3148491a75f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### JNBs

PSNR: 26.73. Result ID: 69f996b947f34ce924dcd177.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

Recorded evaluation configuration: {"Pixel Configuration":"Single-pixel"}. This record does not assert independent reproduction.

### DPDNet

PSNR: 26.54. Result ID: 699406c93a6c3148491a75f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f71e209131cea197bb.md>)

[Implementation](<https://github.com/Abdullah-Abuolaim/defocus-deblurring-dual-pixel>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DPDNetS

PSNR: 26.54. Result ID: 69f996b947f34ce924dcd17a.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f71e209131cea197bb.md>)

[Implementation](<https://github.com/Abdullah-Abuolaim/defocus-deblurring-dual-pixel>)

Recorded evaluation configuration: {"Pixel Configuration":"Single-pixel"}. This record does not assert independent reproduction.

### EBDB

PSNR: 25.77. Result ID: 699406c93a6c3148491a75f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EBDBS

PSNR: 25.77. Result ID: 69f996b947f34ce924dcd178.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

Recorded evaluation configuration: {"Pixel Configuration":"Single-pixel"}. This record does not assert independent reproduction.

### DMENet

PSNR: 25.5. Result ID: 699406c93a6c3148491a75f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75eb1e209131cea6a9b2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DMENetS

PSNR: 25.5. Result ID: 69f996b947f34ce924dcd179.

[Reporting paper](<https://www.sota2.com/research/paper/69f979fec0f56ed843089cd5.md>)

Recorded evaluation configuration: {"Pixel Configuration":"Single-pixel"}. This record does not assert independent reproduction.

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