# Image Desnowing on Snow100K (real-world)

Source: [Image Desnowing on Snow100K (real-world)](<https://www.sota2.com/research/sota/image-desnowing-on-snow100k-real-world>)

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

Data updated: 2026-02-26T05:46:51.921Z

Evaluation of Image Desnowing models on the real-world subset of the Snow100K dataset, measured using IL-NIQE and NIMA.

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 Desnowing |
| Dataset (including any stated split) | Snow100K (real-world) |
| Metric | IL-NIQE |
| 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

- [IL-NIQE](<https://www.sota2.com/research/sota/image-desnowing-on-snow100k-real-world.md?metric=IL-NIQE>): Higher is better; unit: SCALAR.

- [NIMA](<https://www.sota2.com/research/sota/image-desnowing-on-snow100k-real-world.md?metric=NIMA>): Higher is better; unit: SCALAR.

## Recorded results

| Method | IL-NIQE | Result date | Report paper |
| --- | --- | --- | --- |
| DDMSNet | 22.746 | Not recorded | 68fa6dea1e209131cea3ce80 |
| MPRNet | 22.728 | Not recorded | 68fa6dea1e209131cea3ce80 |
| SMGARN | 22.672 | Not recorded | 68fa6dea1e209131cea3ce80 |
| DGUNet | 22.358 | Not recorded | 68fa6dea1e209131cea3ce80 |
| Restormer | 22.345 | Not recorded | 68fa6dea1e209131cea3ce80 |
| NAFNet | 22.327 | Not recorded | 68fa6dea1e209131cea3ce80 |
| HDCW-Net | 22.291 | Not recorded | 68fa6dea1e209131cea3ce80 |
| TransWeather | 22.233 | Not recorded | 68fa6dea1e209131cea3ce80 |
| SnowFormer | 22.185 | Not recorded | 68fa6dea1e209131cea3ce80 |

### DDMSNet

IL-NIQE: 22.746. Result ID: 698ffb8f3a6c314849fd3e73.

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

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

### MPRNet

IL-NIQE: 22.728. Result ID: 698ffb8f3a6c314849fd3e77.

[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: Not recorded. This record does not assert independent reproduction.

### SMGARN

IL-NIQE: 22.672. Result ID: 698ffb8f3a6c314849fd3e75.

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

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

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

### DGUNet

IL-NIQE: 22.358. Result ID: 698ffb8f3a6c314849fd3e78.

[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: Not recorded. This record does not assert independent reproduction.

### Restormer

IL-NIQE: 22.345. Result ID: 698ffb8f3a6c314849fd3e79.

[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: Not recorded. This record does not assert independent reproduction.

### NAFNet

IL-NIQE: 22.327. Result ID: 698ffb8f3a6c314849fd3e7a.

[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: Not recorded. This record does not assert independent reproduction.

### HDCW-Net

IL-NIQE: 22.291. Result ID: 698ffb8f3a6c314849fd3e74.

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

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

### TransWeather

IL-NIQE: 22.233. Result ID: 698ffb8f3a6c314849fd3e76.

[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: Not recorded. This record does not assert independent reproduction.

### SnowFormer

IL-NIQE: 22.185. Result ID: 698ffb8f3a6c314849fd3e7b.

[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: Not recorded. This record does not assert independent reproduction.

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