# Blind Image Deblurring on CBSD68 Gaussian Kernel 1 1.0 (test)

Source: [Blind Image Deblurring on CBSD68 Gaussian Kernel 1 1.0 (test)](<https://www.sota2.com/research/sota/blind-image-deblurring-on-cbsd68-gaussian-kernel-1-1-0-test>)

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

Data updated: 2026-02-26T06:00:18.737Z

Evaluation of Blind Image Deblurring performance on the CBSD68 dataset using a specific synthetic blur kernel (Gaussian Kernel 1 1.0) on the test set, measured using RMSE and SSIM metrics.

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 | Blind Image Deblurring |
| Dataset (including any stated split) | CBSD68 Gaussian Kernel 1 1.0 (test) |
| Metric | RMSE (x) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [RMSE (x)](<https://www.sota2.com/research/sota/blind-image-deblurring-on-cbsd68-gaussian-kernel-1-1-0-test.md?metric=RMSE%20(x)>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/blind-image-deblurring-on-cbsd68-gaussian-kernel-1-1-0-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [RMSE (k)](<https://www.sota2.com/research/sota/blind-image-deblurring-on-cbsd68-gaussian-kernel-1-1-0-test.md?metric=RMSE%20(k)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE (x) | Result date | Report paper |
| --- | --- | --- | --- |
| PnP-oracle | 0.051 | Not recorded | 68fa71091e209131cea4ecc3 |
| BC-PnP | 0.055 | Not recorded | 68fa71091e209131cea4ecc3 |
| PnP | 0.082 | Not recorded | 68fa71091e209131cea4ecc3 |
| PnP-GD | 0.082 | Not recorded | 68fa71091e209131cea4ecc3 |
| Pan-DCP | 0.087 | Not recorded | 68fa71091e209131cea4ecc3 |
| DeblurGAN | 0.09 | Not recorded | 68fa71091e209131cea4ecc3 |
| USRNet | 0.106 | Not recorded | 68fa71091e209131cea4ecc3 |
| SelfDeblur | 0.219 | Not recorded | 68fa71091e209131cea4ecc3 |

### PnP-oracle

RMSE (x): 0.051. Result ID: 69918f2b3a6c31484908fbf1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecc3.md>)

Recorded evaluation configuration: {"Calibration":"No"}. This record does not assert independent reproduction.

### BC-PnP

RMSE (x): 0.055. Result ID: 69918f2b3a6c31484908fbf0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecc3.md>)

Recorded evaluation configuration: {"Calibration":"Yes"}. This record does not assert independent reproduction.

### PnP

RMSE (x): 0.082. Result ID: 69918f2b3a6c31484908fbee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecc3.md>)

Recorded evaluation configuration: {"Calibration":"No"}. This record does not assert independent reproduction.

### PnP-GD

RMSE (x): 0.082. Result ID: 69918f2b3a6c31484908fbef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecc3.md>)

Recorded evaluation configuration: {"Calibration":"No"}. This record does not assert independent reproduction.

### Pan-DCP

RMSE (x): 0.087. Result ID: 69918f2b3a6c31484908fbea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecc3.md>)

Recorded evaluation configuration: {"Calibration":"Yes"}. This record does not assert independent reproduction.

### DeblurGAN

RMSE (x): 0.09. Result ID: 69918f2b3a6c31484908fbec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663a1e209131cea0efcf.md>)

[Implementation](<https://github.com/KupynOrest/DeblurGANv2>)

Recorded evaluation configuration: {"Calibration":"No"}. This record does not assert independent reproduction.

### USRNet

RMSE (x): 0.106. Result ID: 69918f2b3a6c31484908fbed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea15315.md>)

Recorded evaluation configuration: {"Calibration":"No"}. This record does not assert independent reproduction.

### SelfDeblur

RMSE (x): 0.219. Result ID: 69918f2b3a6c31484908fbeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c80.md>)

Recorded evaluation configuration: {"Calibration":"Yes"}. This record does not assert independent reproduction.

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