# Image Deblurring on REDS 300 NTIRE 2021 (val)

Source: [Image Deblurring on REDS 300 NTIRE 2021 (val)](<https://www.sota2.com/research/sota/image-deblurring-on-reds-300-ntire-2021-val>)

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

Data updated: 2026-02-26T05:56:07.359Z

Evaluation of Image Deblurring performance on the validation split of the REDS 300 NTIRE 2021 dataset, measured using 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) | REDS 300 NTIRE 2021 (val) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-reds-300-ntire-2021-val.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-deblurring-on-reds-300-ntire-2021-val.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| LoFormer-B | 29.2 | Not recorded | 68fa744a1e209131cea60cef |
| NAFNet64 | 29.09 | Not recorded | 68fa744a1e209131cea60cef |
| MAXIM | 28.93 | Not recorded | 68fa744a1e209131cea60cef |
| HINet | 28.83 | Not recorded | 68fa744a1e209131cea60cef |
| MPRNet | 28.79 | Not recorded | 68fa744a1e209131cea60cef |

### LoFormer-B

PSNR: 29.2. Result ID: 69933a043a6c314849148ca4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa744a1e209131cea60cef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa744a1e209131cea60cef.md>)

[Implementation](<https://github.com/DeepMed-Lab-ECNU/Single-Image-Deblur>)

Recorded evaluation configuration: {"FLOPs":"73G","Params":"27.9M"}. This record does not assert independent reproduction.

### NAFNet64

PSNR: 29.09. Result ID: 69933a043a6c314849148ca3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa744a1e209131cea60cef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1d1e209131cea37def.md>)

[Implementation](<https://www.sota2.com/github.com/megvii-research/NAFNet>)

Recorded evaluation configuration: {"FLOPs":"64G","Params":"65.0M"}. This record does not assert independent reproduction.

### MAXIM

PSNR: 28.93. Result ID: 69933a043a6c314849148ca2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa744a1e209131cea60cef.md>)

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

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

Recorded evaluation configuration: {"FLOPs":"339G","Params":"22.2M"}. This record does not assert independent reproduction.

### HINet

PSNR: 28.83. Result ID: 69933a043a6c314849148ca1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa744a1e209131cea60cef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea34489.md>)

[Implementation](<https://github.com/megvii-model/HINet>)

Recorded evaluation configuration: {"FLOPs":"171G","Params":"88.7M"}. This record does not assert independent reproduction.

### MPRNet

PSNR: 28.79. Result ID: 69933a043a6c314849148ca0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa744a1e209131cea60cef.md>)

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

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

Recorded evaluation configuration: {"FLOPs":"777G","Params":"20.1M"}. This record does not assert independent reproduction.

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