# Single Image Desnowing on CSD 2000 (test)

Source: [Single Image Desnowing on CSD 2000 (test)](<https://www.sota2.com/research/sota/single-image-desnowing-on-csd-2000-test>)

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

Data updated: 2026-02-26T05:55:40.288Z

Evaluation of Single Image Desnowing performance on the test split of the CSD 2000 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 | Single Image Desnowing |
| Dataset (including any stated split) | CSD 2000 (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 26 of 26 |
| 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-desnowing-on-csd-2000-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/single-image-desnowing-on-csd-2000-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| SnowFormer | 41.35 | Not recorded | 68fa6dea1e209131cea3ce80 |
| SnowFormer | 39.45 | Not recorded | 68fa6dea1e209131cea3ce80 |
| NAFNet | 38.29 | Not recorded | 68fa6dea1e209131cea3ce80 |
| Restormer | 38.21 | Not recorded | 68fa6dea1e209131cea3ce80 |
| DGUNet | 37.69 | Not recorded | 68fa6dea1e209131cea3ce80 |
| MPRNet | 37.23 | Not recorded | 68fa6dea1e209131cea3ce80 |
| Uformer | 36.68 | Not recorded | 68fa6dea1e209131cea3ce80 |
| TKL | 35.67 | Not recorded | 68fa6dea1e209131cea3ce80 |
| Restormer | 35.43 | Not recorded | 68fa6dea1e209131cea3ce80 |
| DDMSNet | 35.29 | Not recorded | 68fa6dea1e209131cea3ce80 |
| NAFNet | 35.13 | Not recorded | 68fa6dea1e209131cea3ce80 |
| DGUNet | 34.74 | Not recorded | 68fa6dea1e209131cea3ce80 |
| SMGARN | 34.58 | Not recorded | 68fa6dea1e209131cea3ce80 |
| MPRNet | 33.98 | Not recorded | 68fa6dea1e209131cea3ce80 |
| TKL | 33.89 | Not recorded | 68fa6dea1e209131cea3ce80 |
| Uformer | 33.8 | Not recorded | 68fa6dea1e209131cea3ce80 |
| TransWeather | 32.34 | Not recorded | 68fa6dea1e209131cea3ce80 |
| HDCW-Net | 32.21 | Not recorded | 68fa6dea1e209131cea3ce80 |
| SMGARN | 31.93 | Not recorded | 68fa6dea1e209131cea3ce80 |
| TransWeather | 31.76 | Not recorded | 68fa6dea1e209131cea3ce80 |
| HDCW-Net | 29.06 | Not recorded | 68fa6dea1e209131cea3ce80 |
| DDMSNet | 28.79 | Not recorded | 68fa6dea1e209131cea3ce80 |
| JSTASR | 27.96 | Not recorded | 68fa6dea1e209131cea3ce80 |
| All in One | 26.31 | Not recorded | 68fa6dea1e209131cea3ce80 |
| CycleGAN | 20.98 | Not recorded | 68fa6dea1e209131cea3ce80 |
| DesnowNet | 20.13 | Not recorded | 68fa6dea1e209131cea3ce80 |

### SnowFormer

PSNR: 41.35. Result ID: 698ffb8f3a6c314849fd3eb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Implementation](<https://github.com/Ephemeral182/SnowFormer>)

Recorded evaluation configuration: {"Type":"Ours","#Param":"8.38M","#GFLOPS":"19.44G"}. This record does not assert independent reproduction.

### SnowFormer

PSNR: 39.45. Result ID: 698ffb8f3a6c314849fd3e8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Implementation](<https://github.com/Ephemeral182/SnowFormer>)

Recorded evaluation configuration: {"Type":"Ours","#Param":"8.38M","#GFLOPS":"19.44G"}. This record does not assert independent reproduction.

### NAFNet

PSNR: 38.29. Result ID: 698ffb8f3a6c314849fd3eb2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.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: {"Type":"Universal Image Restoration","Venue":"ECCV'2022","#Param":"22.40M","#GFLOPS":"12.12G"}. This record does not assert independent reproduction.

### Restormer

PSNR: 38.21. Result ID: 698ffb8f3a6c314849fd3eb1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

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

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

Recorded evaluation configuration: {"Type":"Universal Image Restoration","Venue":"CVPR'2022(Oral)","#Param":"26.10M","#GFLOPS":"140.99G"}. This record does not assert independent reproduction.

### DGUNet

PSNR: 37.69. Result ID: 698ffb8f3a6c314849fd3eaf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33adb.md>)

[Implementation](<https://www.sota2.com/github.com/MC-E/DGUNet>)

Recorded evaluation configuration: {"Type":"Universal Image Restoration","Venue":"CVPR 2022","#Param":"12.18M","#GFLOPS":"199.74G"}. This record does not assert independent reproduction.

### MPRNet

PSNR: 37.23. Result ID: 698ffb8f3a6c314849fd3eae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

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

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

Recorded evaluation configuration: {"Type":"Universal Image Restoration","Venue":"CVPR'2021","#Param":"3.64M","#GFLOPS":"148.55G"}. This record does not assert independent reproduction.

### Uformer

PSNR: 36.68. Result ID: 698ffb8f3a6c314849fd3eb0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

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

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

Recorded evaluation configuration: {"Type":"Universal Image Restoration","Venue":"CVPR 2022","#Param":"9.03M","#GFLOPS":"19.82G"}. This record does not assert independent reproduction.

### TKL

PSNR: 35.67. Result ID: 698ffb8f3a6c314849fd3ead.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

Recorded evaluation configuration: {"Type":"Adverse Weather","Venue":"CVPR 2022","#Param":"31.35M","#GFLOPS":"41.58G"}. This record does not assert independent reproduction.

### Restormer

PSNR: 35.43. Result ID: 698ffb8f3a6c314849fd3e88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

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

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

Recorded evaluation configuration: {"Type":"Universal Image Restoration","Venue":"CVPR'2022(Oral)","#Param":"26.10M","#GFLOPS":"140.99G"}. This record does not assert independent reproduction.

### DDMSNet

PSNR: 35.29. Result ID: 698ffb8f3a6c314849fd3ea9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

Recorded evaluation configuration: {"Type":"Desnowing Task","Venue":"TIP'2021","#Param":"229.45M"}. This record does not assert independent reproduction.

### NAFNet

PSNR: 35.13. Result ID: 698ffb8f3a6c314849fd3e89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.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: {"Type":"Universal Image Restoration","Venue":"ECCV'2022","#Param":"22.40M","#GFLOPS":"12.12G"}. This record does not assert independent reproduction.

### DGUNet

PSNR: 34.74. Result ID: 698ffb8f3a6c314849fd3e86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33adb.md>)

[Implementation](<https://www.sota2.com/github.com/MC-E/DGUNet>)

Recorded evaluation configuration: {"Type":"Universal Image Restoration","Venue":"CVPR 2022","#Param":"12.18M","#GFLOPS":"199.74G"}. This record does not assert independent reproduction.

### SMGARN

PSNR: 34.58. Result ID: 698ffb8f3a6c314849fd3eab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf61e209131cea36ded.md>)

Recorded evaluation configuration: {"Type":"Desnowing Task","Venue":"TCSVT 2022","#Param":"6.86M","#GFLOPS":"450.30G"}. This record does not assert independent reproduction.

### MPRNet

PSNR: 33.98. Result ID: 698ffb8f3a6c314849fd3e85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

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

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

Recorded evaluation configuration: {"Type":"Universal Image Restoration","Venue":"CVPR'2021","#Param":"3.64M","#GFLOPS":"148.55G"}. This record does not assert independent reproduction.

### TKL

PSNR: 33.89. Result ID: 698ffb8f3a6c314849fd3e84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

Recorded evaluation configuration: {"Type":"Adverse Weather","Venue":"CVPR 2022","#Param":"31.35M","#GFLOPS":"41.58G"}. This record does not assert independent reproduction.

### Uformer

PSNR: 33.8. Result ID: 698ffb8f3a6c314849fd3e87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

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

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

Recorded evaluation configuration: {"Type":"Universal Image Restoration","Venue":"CVPR 2022","#Param":"9.03M","#GFLOPS":"19.82G"}. This record does not assert independent reproduction.

### TransWeather

PSNR: 32.34. Result ID: 698ffb8f3a6c314849fd3eac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd91e209131cea363ff.md>)

[Implementation](<https://github.com/jeya-maria-jose/TransWeather>)

Recorded evaluation configuration: {"Type":"Adverse Weather","Venue":"CVPR 2022","#Param":"21.90M","#GFLOPS":"5.64G"}. This record does not assert independent reproduction.

### HDCW-Net

PSNR: 32.21. Result ID: 698ffb8f3a6c314849fd3eaa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

Recorded evaluation configuration: {"Type":"Desnowing Task","Venue":"ICCV'2021","#Param":"6.99M","#GFLOPS":"9.78G"}. This record does not assert independent reproduction.

### SMGARN

PSNR: 31.93. Result ID: 698ffb8f3a6c314849fd3e81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf61e209131cea36ded.md>)

Recorded evaluation configuration: {"Type":"Desnowing Task","Venue":"TCSVT 2022","#Param":"6.86M","#GFLOPS":"450.30G"}. This record does not assert independent reproduction.

### TransWeather

PSNR: 31.76. Result ID: 698ffb8f3a6c314849fd3e83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd91e209131cea363ff.md>)

[Implementation](<https://github.com/jeya-maria-jose/TransWeather>)

Recorded evaluation configuration: {"Type":"Adverse Weather","Venue":"CVPR 2022","#Param":"21.90M","#GFLOPS":"5.64G"}. This record does not assert independent reproduction.

### HDCW-Net

PSNR: 29.06. Result ID: 698ffb8f3a6c314849fd3e80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

Recorded evaluation configuration: {"Type":"Desnowing Task","Venue":"ICCV'2021","#Param":"6.99M","#GFLOPS":"9.78G"}. This record does not assert independent reproduction.

### DDMSNet

PSNR: 28.79. Result ID: 698ffb8f3a6c314849fd3e7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

Recorded evaluation configuration: {"Type":"Desnowing Task","Venue":"TIP'2021","#Param":"229.45M"}. This record does not assert independent reproduction.

### JSTASR

PSNR: 27.96. Result ID: 698ffb8f3a6c314849fd3e7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

Recorded evaluation configuration: {"Type":"Desnowing Task","Venue":"ECCV'2020","#Param":"65M"}. This record does not assert independent reproduction.

### All in One

PSNR: 26.31. Result ID: 698ffb8f3a6c314849fd3e82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

Recorded evaluation configuration: {"Type":"Adverse Weather","Venue":"CVPR 2022","#Param":"44M","#GFLOPS":"12.26G"}. This record does not assert independent reproduction.

### CycleGAN

PSNR: 20.98. Result ID: 698ffb8f3a6c314849fd3e7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64631e209131cea044b3.md>)

[Implementation](<http://github.com/engindeniz/Cycle-Dehaze>)

Recorded evaluation configuration: {"Type":"Desnowing Task","Venue":"CVPR 2018","#Param":"7.84M","#GFLOPS":"42.38G"}. This record does not assert independent reproduction.

### DesnowNet

PSNR: 20.13. Result ID: 698ffb8f3a6c314849fd3e7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce80.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644c1e209131cea03ce4.md>)

Recorded evaluation configuration: {"Type":"Desnowing Task","Venue":"TIP'2018","#Param":"15.6M","#GFLOPS":"1.78G"}. This record does not assert independent reproduction.

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