# Image Deblurring on Set5 Uniform Blur (test)

Source: [Image Deblurring on Set5 Uniform Blur (test)](<https://www.sota2.com/research/sota/image-deblurring-on-set5-uniform-blur-test>)

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

Data updated: 2026-02-26T05:37:27.645Z

Evaluation of Image Deblurring performance on the test split of the Set5 dataset corrupted by uniform blur, typically reporting metrics across standard categories like Baby, Bird, and Woman.

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) | Set5 Uniform Blur (test) |
| Metric | Baby Category Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Baby Category Score](<https://www.sota2.com/research/sota/image-deblurring-on-set5-uniform-blur-test.md?metric=Baby%20Category%20Score>): Higher is better; unit: SCALAR.

- [Bird Category Score](<https://www.sota2.com/research/sota/image-deblurring-on-set5-uniform-blur-test.md?metric=Bird%20Category%20Score>): Higher is better; unit: SCALAR.

- [Butterfly Category Score](<https://www.sota2.com/research/sota/image-deblurring-on-set5-uniform-blur-test.md?metric=Butterfly%20Category%20Score>): Higher is better; unit: SCALAR.

- [Head Category Score](<https://www.sota2.com/research/sota/image-deblurring-on-set5-uniform-blur-test.md?metric=Head%20Category%20Score>): Higher is better; unit: SCALAR.

- [Woman Category Score](<https://www.sota2.com/research/sota/image-deblurring-on-set5-uniform-blur-test.md?metric=Woman%20Category%20Score>): Higher is better; unit: SCALAR.

- [Average Score](<https://www.sota2.com/research/sota/image-deblurring-on-set5-uniform-blur-test.md?metric=Average%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Baby Category Score | Result date | Report paper |
| --- | --- | --- | --- |
| MSWNN | 33.14 | Not recorded | 68fa66961e209131cea1125d |
| DeepRED | 33.11 | Not recorded | 68fa66961e209131cea1125d |
| IDD-BM3D | 32.98 | Not recorded | 68fa66961e209131cea1125d |
| RED-TNRD | 32.91 | Not recorded | 68fa66961e209131cea1125d |
| IRCNN | 32.85 | Not recorded | 68fa66961e209131cea1125d |
| NCSR | 32.81 | Not recorded | 68fa66961e209131cea1125d |
| EPLL | 32.76 | Not recorded | 68fa66961e209131cea1125d |
| DIP | 32.57 | Not recorded | 68fa66961e209131cea1125d |
| Blurred | 26.35 | Not recorded | 68fa66961e209131cea1125d |

### MSWNN

Baby Category Score: 33.14. Result ID: 698cfa0f8b517eb4331e1a88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

Recorded evaluation configuration: {"Blur Type":"Uniform"}. This record does not assert independent reproduction.

### DeepRED

Baby Category Score: 33.11. Result ID: 698cfa0f8b517eb4331e1a87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

Recorded evaluation configuration: {"Blur Type":"Uniform"}. This record does not assert independent reproduction.

### IDD-BM3D

Baby Category Score: 32.98. Result ID: 698cfa0f8b517eb4331e1a8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

Recorded evaluation configuration: {"Blur Type":"Uniform"}. This record does not assert independent reproduction.

### RED-TNRD

Baby Category Score: 32.91. Result ID: 698cfa0f8b517eb4331e1a8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa542d1e209131ce9895db.md>)

Recorded evaluation configuration: {"Blur Type":"Uniform"}. This record does not assert independent reproduction.

### IRCNN

Baby Category Score: 32.85. Result ID: 698cfa0f8b517eb4331e1a89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634b1e209131ce9fdcf4.md>)

[Implementation](<https://github.com/cszn/ircnn>)

Recorded evaluation configuration: {"Blur Type":"Uniform"}. This record does not assert independent reproduction.

### NCSR

Baby Category Score: 32.81. Result ID: 698cfa0f8b517eb4331e1a8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

Recorded evaluation configuration: {"Blur Type":"Uniform"}. This record does not assert independent reproduction.

### EPLL

Baby Category Score: 32.76. Result ID: 698cfa0f8b517eb4331e1a8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

Recorded evaluation configuration: {"Blur Type":"Uniform"}. This record does not assert independent reproduction.

### DIP

Baby Category Score: 32.57. Result ID: 698cfa0f8b517eb4331e1a8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16bed.md>)

Recorded evaluation configuration: {"Blur Type":"Uniform"}. This record does not assert independent reproduction.

### Blurred

Baby Category Score: 26.35. Result ID: 698cfa0f8b517eb4331e1a8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

Recorded evaluation configuration: {"Blur Type":"Uniform"}. This record does not assert independent reproduction.

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