# Remote Sensing Image Dehazing on SateHaze1k Moderate

Source: [Remote Sensing Image Dehazing on SateHaze1k Moderate](<https://www.sota2.com/research/sota/remote-sensing-image-dehazing-on-satehaze1k-moderate>)

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

Data updated: 2026-04-28T09:01:55.022Z

Evaluation of Remote Sensing Image Dehazing performance on the SateHaze1k Moderate dataset, typically 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 | Remote Sensing Image Dehazing |
| Dataset (including any stated split) | SateHaze1k Moderate |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 25 of 25 |
| 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/remote-sensing-image-dehazing-on-satehaze1k-moderate.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/remote-sensing-image-dehazing-on-satehaze1k-moderate.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| PoolNet + UDP | 28.26 | Not recorded | 6965d1756343fa78c83234ad |
| ConvIR + UDP | 28.07 | Not recorded | 6965d1756343fa78c83234ad |
| ZID-Net | 27.71 | Not recorded | 69f03f5055a3c32af89fa336 |
| PoolNet-S | 27.02 | Not recorded | 6965d1756343fa78c83234ad |
| ConvIR-S | 26.79 | Not recorded | 6965d1756343fa78c83234ad |
| UMWTransformer | 26.65 | Not recorded | 6965d1756343fa78c83234ad |
| TUR | 26.35 | Not recorded | 69f03f5055a3c32af89fa336 |
| DehazeFormer-B | 26.26 | Not recorded | 69f03f5055a3c32af89fa336 |
| FocalNet | 25.99 | Not recorded | 6965d1756343fa78c83234ad |
| C2PNet | 25.76 | Not recorded | 69f03f5055a3c32af89fa336 |
| DEANet | 25.72 | Not recorded | 69f03f5055a3c32af89fa336 |
| SGDN | 25.69 | Not recorded | 69f03f5055a3c32af89fa336 |
| SANet | 24.86 | Not recorded | 69f03f5055a3c32af89fa336 |
| C2PNet | 24.79 | Not recorded | 6965d1756343fa78c83234ad |
| Restormer | 24.73 | Not recorded | 6965d1756343fa78c83234ad |
| MB-TaylorFormerV2-B | 24.62 | Not recorded | 69f03f5055a3c32af89fa336 |
| FFA | 24.23 | Not recorded | 69f03f5055a3c32af89fa336 |
| DCMPNet | 24.09 | Not recorded | 69f03f5055a3c32af89fa336 |
| SGID | 23.68 | Not recorded | 69f03f5055a3c32af89fa336 |
| Trinity-Net | 23.35 | Not recorded | 6965d1756343fa78c83234ad |
| FCFT-Net | 22.88 | Not recorded | 6965d1756343fa78c83234ad |
| H2RL-Net | 22.34 | Not recorded | 6965d1756343fa78c83234ad |
| DCP | 21.55 | Not recorded | 69f03f5055a3c32af89fa336 |
| AOD-Net | 20.1 | Not recorded | 6965d1756343fa78c83234ad |
| Learning Hazing to Dehazing | 15.55 | Not recorded | 69f03f5055a3c32af89fa336 |

### PoolNet + UDP

PSNR: 28.26. Result ID: 6997cce25698665ec4242129.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

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

### ConvIR + UDP

PSNR: 28.07. Result ID: 6997cce25698665ec4242128.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

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

### ZID-Net

PSNR: 27.71. Result ID: 69f0777347f34ce924d68a37.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

Recorded evaluation configuration: {"Venue & Year":"-"}. This record does not assert independent reproduction.

### PoolNet-S

PSNR: 27.02. Result ID: 6997cce25698665ec4242127.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

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

### ConvIR-S

PSNR: 26.79. Result ID: 6997cce25698665ec4242126.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

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

### UMWTransformer

PSNR: 26.65. Result ID: 6997cce25698665ec4242124.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

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

### TUR

PSNR: 26.35. Result ID: 69f0777347f34ce924d68a34.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

Recorded evaluation configuration: {"Venue & Year":"AAAI 2025"}. This record does not assert independent reproduction.

### DehazeFormer-B

PSNR: 26.26. Result ID: 69f0777347f34ce924d68a2f.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f021e209131cea43318.md>)

[Implementation](<https://github.com/IDKiro/DehazeFormer>)

Recorded evaluation configuration: {"Venue & Year":"TIP 2023"}. This record does not assert independent reproduction.

### FocalNet

PSNR: 25.99. Result ID: 6997cce25698665ec4242125.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

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

### C2PNet

PSNR: 25.76. Result ID: 69f0777347f34ce924d68a2e.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8c1e209131cea46223.md>)

[Implementation](<https://github.com/YuZheng9/C2PNet>)

Recorded evaluation configuration: {"Venue & Year":"CVPR 2023"}. This record does not assert independent reproduction.

### DEANet

PSNR: 25.72. Result ID: 69f0777347f34ce924d68a32.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f373.md>)

[Implementation](<https://github.com/cecret3350/DEA-Net>)

Recorded evaluation configuration: {"Venue & Year":"TIP 2024"}. This record does not assert independent reproduction.

### SGDN

PSNR: 25.69. Result ID: 69f0777347f34ce924d68a35.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76601e209131cea6cbdf.md>)

Recorded evaluation configuration: {"Venue & Year":"AAAI 2025"}. This record does not assert independent reproduction.

### SANet

PSNR: 24.86. Result ID: 69f0777347f34ce924d68a30.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

Recorded evaluation configuration: {"Venue & Year":"IJCAI 2023"}. This record does not assert independent reproduction.

### C2PNet

PSNR: 24.79. Result ID: 6997cce25698665ec4242121.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8c1e209131cea46223.md>)

[Implementation](<https://github.com/YuZheng9/C2PNet>)

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

### Restormer

PSNR: 24.73. Result ID: 6997cce25698665ec4242122.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.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.

### MB-TaylorFormerV2-B

PSNR: 24.62. Result ID: 69f0777347f34ce924d68a33.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa780a1e209131cea7678d.md>)

Recorded evaluation configuration: {"Venue & Year":"TPAMI 2025"}. This record does not assert independent reproduction.

### FFA

PSNR: 24.23. Result ID: 69f0777347f34ce924d68a2c.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cd1e209131cea126dc.md>)

Recorded evaluation configuration: {"Venue & Year":"AAAI 2020"}. This record does not assert independent reproduction.

### DCMPNet

PSNR: 24.09. Result ID: 69f0777347f34ce924d68a31.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa740c1e209131cea5f73e.md>)

Recorded evaluation configuration: {"Venue & Year":"CVPR 2024"}. This record does not assert independent reproduction.

### SGID

PSNR: 23.68. Result ID: 69f0777347f34ce924d68a2d.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

Recorded evaluation configuration: {"Venue & Year":"TIP 2022"}. This record does not assert independent reproduction.

### Trinity-Net

PSNR: 23.35. Result ID: 6997cce25698665ec4242123.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

Recorded evaluation configuration: {"specially designed for remote sensing":true}. This record does not assert independent reproduction.

### FCFT-Net

PSNR: 22.88. Result ID: 6997cce25698665ec4242120.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

Recorded evaluation configuration: {"specially designed for remote sensing":true}. This record does not assert independent reproduction.

### H2RL-Net

PSNR: 22.34. Result ID: 6997cce25698665ec424211f.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

Recorded evaluation configuration: {"specially designed for remote sensing":true}. This record does not assert independent reproduction.

### DCP

PSNR: 21.55. Result ID: 69f0777347f34ce924d68a2b.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

Recorded evaluation configuration: {"Venue & Year":"TPAMI 2010"}. This record does not assert independent reproduction.

### AOD-Net

PSNR: 20.1. Result ID: 6997cce25698665ec424211e.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1756343fa78c83234ad.md>)

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

### Learning Hazing to Dehazing

PSNR: 15.55. Result ID: 69f0777347f34ce924d68a36.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5055a3c32af89fa336.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea74912.md>)

Recorded evaluation configuration: {"Venue & Year":"CVPR 2025"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
