# Image Deblurring on RealBlur-J v1 (test)

Source: [Image Deblurring on RealBlur-J v1 (test)](<https://www.sota2.com/research/sota/image-deblurring-on-realblur-j-v1-test>)

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

Data updated: 2026-02-26T05:55:59.490Z

Evaluation of Image Deblurring performance on the test split of the RealBlur-J v1 dataset, typically measured using metrics like PSNR and SSIM.

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 | Image Deblurring |
| Dataset (including any stated split) | RealBlur-J v1 (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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/image-deblurring-on-realblur-j-v1-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-deblurring-on-realblur-j-v1-test.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| MLWNet-B | 33.84 | Not recorded | 68fa72851e209131cea56fc1 |
| MLWNet-S | 33.02 | Not recorded | 68fa72851e209131cea56fc1 |
| MAXIM-3S | 32.84 | Not recorded | 68fa72851e209131cea56fc1 |
| GRL-B | 32.82 | Not recorded | 68fa72851e209131cea56fc1 |
| FFTformer | 32.62 | Not recorded | 68fa72851e209131cea56fc1 |
| Stripformer | 32.48 | Not recorded | 68fa72851e209131cea56fc1 |
| BANet+ | 32.42 | Not recorded | 68fa72851e209131cea56fc1 |
| MSDI-Net | 32.35 | Not recorded | 68fa72851e209131cea56fc1 |
| DeepRFT+ | 32.19 | Not recorded | 68fa72851e209131cea56fc1 |
| MSSNet | 32.1 | Not recorded | 68fa72851e209131cea56fc1 |
| MIMO-UNet++ | 32.05 | Not recorded | 68fa72851e209131cea56fc1 |
| BANet | 32 | Not recorded | 68fa72851e209131cea56fc1 |
| MIMO-UNet+ | 31.92 | Not recorded | 68fa72851e209131cea56fc1 |
| MPRNet | 31.76 | Not recorded | 68fa72851e209131cea56fc1 |
| SRN | 31.38 | Not recorded | 68fa72851e209131cea56fc1 |
| SDWNet | 30.73 | Not recorded | 68fa72851e209131cea56fc1 |
| DeblurGAN-v2 | 29.69 | Not recorded | 68fa72851e209131cea56fc1 |

### MLWNet-B

PSNR: 33.84. Result ID: 699259533a6c3148490e5a4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

Recorded evaluation configuration: {"Avg. runtime":"0.05s"}. This record does not assert independent reproduction.

### MLWNet-S

PSNR: 33.02. Result ID: 699259533a6c3148490e5a4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

Recorded evaluation configuration: {"Avg. runtime":"0.04s"}. This record does not assert independent reproduction.

### MAXIM-3S

PSNR: 32.84. Result ID: 699259533a6c3148490e5a4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c9a.md>)

[Implementation](<https://github.com/google-research/maxim>)

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

### GRL-B

PSNR: 32.82. Result ID: 699259533a6c3148490e5a4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

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

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

Recorded evaluation configuration: {"Avg. runtime":"1.28s"}. This record does not assert independent reproduction.

### FFTformer

PSNR: 32.62. Result ID: 699259533a6c3148490e5a4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfc1e209131cea3d31f.md>)

[Implementation](<https://github.com/kkkls/FFTformer>)

Recorded evaluation configuration: {"Avg. runtime":"0.13s"}. This record does not assert independent reproduction.

### Stripformer

PSNR: 32.48. Result ID: 699259533a6c3148490e5a47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d111e209131cea376cd.md>)

[Implementation](<https://github.com/pp00704831/Stripformer>)

Recorded evaluation configuration: {"Avg. runtime":"0.04s"}. This record does not assert independent reproduction.

### BANet+

PSNR: 32.42. Result ID: 699259533a6c3148490e5a46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1ef.md>)

Recorded evaluation configuration: {"Avg. runtime":"0.12s"}. This record does not assert independent reproduction.

### MSDI-Net

PSNR: 32.35. Result ID: 699259533a6c3148490e5a49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d3a1e209131cea3897e.md>)

[Implementation](<https://github.com/dasongli1/Learning_degradation>)

Recorded evaluation configuration: {"Avg. runtime":"0.06s"}. This record does not assert independent reproduction.

### DeepRFT+

PSNR: 32.19. Result ID: 699259533a6c3148490e5a44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e061e209131cea3d7b8.md>)

[Implementation](<https://github.com/DeepMed-Lab/DeepRFT-AAAI2023>)

Recorded evaluation configuration: {"Avg. runtime":"0.09s"}. This record does not assert independent reproduction.

### MSSNet

PSNR: 32.1. Result ID: 699259533a6c3148490e5a48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32796.md>)

Recorded evaluation configuration: {"Avg. runtime":"0.06s"}. This record does not assert independent reproduction.

### MIMO-UNet++

PSNR: 32.05. Result ID: 699259533a6c3148490e5a43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a948.md>)

[Implementation](<https://github.com/chosj95/MIMO-UNet>)

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

### BANet

PSNR: 32. Result ID: 699259533a6c3148490e5a45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfa1e209131cea3d1ef.md>)

Recorded evaluation configuration: {"Avg. runtime":"0.06s"}. This record does not assert independent reproduction.

### MIMO-UNet+

PSNR: 31.92. Result ID: 699259533a6c3148490e5a42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a948.md>)

[Implementation](<https://github.com/chosj95/MIMO-UNet>)

Recorded evaluation configuration: {"Avg. runtime":"0.02s"}. This record does not assert independent reproduction.

### MPRNet

PSNR: 31.76. Result ID: 699259533a6c3148490e5a40.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

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

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

Recorded evaluation configuration: {"Avg. runtime":"0.09s"}. This record does not assert independent reproduction.

### SRN

PSNR: 31.38. Result ID: 699259533a6c3148490e5a3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640c1e209131cea02522.md>)

Recorded evaluation configuration: {"Avg. runtime":"0.07s"}. This record does not assert independent reproduction.

### SDWNet

PSNR: 30.73. Result ID: 699259533a6c3148490e5a41.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af61e209131cea2b628.md>)

[Implementation](<https://github.com/FlyEgle/SDWNet>)

Recorded evaluation configuration: {"Avg. runtime":"0.04s"}. This record does not assert independent reproduction.

### DeblurGAN-v2

PSNR: 29.69. Result ID: 699259533a6c3148490e5a3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56fc1.md>)

Recorded evaluation configuration: {"Avg. runtime":"0.04s"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.