# Remote Sensing Image Dehazing on SateHaze1k Thin

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

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

Data updated: 2026-06-18T08:35:48.220Z

Evaluation of Remote Sensing Image Dehazing performance on the SateHaze1k Thin 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 Thin |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 38 of 38 |
| 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-thin.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| PoolNet + UDP | 26.2 | Not recorded | 6965d1756343fa78c83234ad |
| DVANet | 25.94 | Not recorded | 6a337b95206542251d7c50c0 |
| ConvIR + UDP | 25.48 | Not recorded | 6965d1756343fa78c83234ad |
| ZID-Net | 25.26 | Not recorded | 69f03f5055a3c32af89fa336 |
| ConvIR-S | 25.11 | Not recorded | 6965d1756343fa78c83234ad |
| PoolNet-S | 25.02 | Not recorded | 6965d1756343fa78c83234ad |
| FMambaIR | 24.58 | Not recorded | 6a337b95206542251d7c50c0 |
| UMWTransformer | 24.29 | Not recorded | 6965d1756343fa78c83234ad |
| UMWTrans | 24.29 | Not recorded | 6a337b95206542251d7c50c0 |
| DehazeFormer | 24.26 | Not recorded | 6a337b95206542251d7c50c0 |
| FocalNet | 24.16 | Not recorded | 6965d1756343fa78c83234ad |
| FocalNet | 24.16 | Not recorded | 6a337b95206542251d7c50c0 |
| DehazeFormer-B | 24.1 | Not recorded | 69f03f5055a3c32af89fa336 |
| DEANet | 23.73 | Not recorded | 69f03f5055a3c32af89fa336 |
| FCFT-Net | 23.59 | Not recorded | 6965d1756343fa78c83234ad |
| FCTF-Net | 23.59 | Not recorded | 6a337b95206542251d7c50c0 |
| TUR | 23.28 | Not recorded | 69f03f5055a3c32af89fa336 |
| Restormer | 23.08 | Not recorded | 6965d1756343fa78c83234ad |
| Restormer | 23.08 | Not recorded | 6a337b95206542251d7c50c0 |
| DCMPNet | 22.87 | Not recorded | 69f03f5055a3c32af89fa336 |
| Uformer | 22.82 | Not recorded | 6a337b95206542251d7c50c0 |
| SANet | 22.69 | Not recorded | 69f03f5055a3c32af89fa336 |
| EMPF | 22.69 | Not recorded | 6a337b95206542251d7c50c0 |
| SGDN | 22.67 | Not recorded | 69f03f5055a3c32af89fa336 |
| C2PNet | 22.66 | Not recorded | 69f03f5055a3c32af89fa336 |
| Trinity | 22.65 | Not recorded | 6a337b95206542251d7c50c0 |
| SGID | 21.69 | Not recorded | 69f03f5055a3c32af89fa336 |
| Trinity-Net | 21.55 | Not recorded | 6965d1756343fa78c83234ad |
| FFA | 21.29 | Not recorded | 69f03f5055a3c32af89fa336 |
| MB-TaylorFormerV2-B | 21.12 | Not recorded | 69f03f5055a3c32af89fa336 |
| H2RL-Net | 20.91 | Not recorded | 6965d1756343fa78c83234ad |
| H2RL-Net | 20.91 | Not recorded | 6a337b95206542251d7c50c0 |
| DCP | 20.61 | Not recorded | 69f03f5055a3c32af89fa336 |
| C2PNet | 19.62 | Not recorded | 6965d1756343fa78c83234ad |
| C2PNet | 19.62 | Not recorded | 6a337b95206542251d7c50c0 |
| AOD-Net | 19.54 | Not recorded | 6965d1756343fa78c83234ad |
| AOD-Net | 19.54 | Not recorded | 6a337b95206542251d7c50c0 |
| Learning Hazing to Dehazing | 13.79 | Not recorded | 69f03f5055a3c32af89fa336 |

### PoolNet + UDP

PSNR: 26.2. Result ID: 6997cce25698665ec424211d.

[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.

### DVANet

PSNR: 25.94. Result ID: 6a33add6fbc373592c31018b.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

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

### ConvIR + UDP

PSNR: 25.48. Result ID: 6997cce25698665ec424211c.

[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: 25.26. Result ID: 69f0777347f34ce924d68a2a.

[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.

### ConvIR-S

PSNR: 25.11. Result ID: 6997cce25698665ec424211a.

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

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

### PoolNet-S

PSNR: 25.02. Result ID: 6997cce25698665ec424211b.

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

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

### FMambaIR

PSNR: 24.58. Result ID: 6a33add6fbc373592c31018a.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

Recorded evaluation configuration: {"Venue":"TGRS’25"}. This record does not assert independent reproduction.

### UMWTransformer

PSNR: 24.29. Result ID: 6997cce25698665ec4242118.

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

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

### UMWTrans

PSNR: 24.29. Result ID: 6a33add6fbc373592c310185.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

Recorded evaluation configuration: {"Venue":"ECCV’22"}. This record does not assert independent reproduction.

### DehazeFormer

PSNR: 24.26. Result ID: 6a33add6fbc373592c310187.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

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

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

Recorded evaluation configuration: {"Venue":"TIP’23"}. This record does not assert independent reproduction.

### FocalNet

PSNR: 24.16. Result ID: 6997cce25698665ec4242119.

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

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

### FocalNet

PSNR: 24.16. Result ID: 6a33add6fbc373592c310186.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

Recorded evaluation configuration: {"Venue":"ICCV’23"}. This record does not assert independent reproduction.

### DehazeFormer-B

PSNR: 24.1. Result ID: 69f0777347f34ce924d68a22.

[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.

### DEANet

PSNR: 23.73. Result ID: 69f0777347f34ce924d68a25.

[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.

### FCFT-Net

PSNR: 23.59. Result ID: 6997cce25698665ec4242114.

[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.

### FCTF-Net

PSNR: 23.59. Result ID: 6a33add6fbc373592c310181.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

Recorded evaluation configuration: {"Venue":"TGRS’20"}. This record does not assert independent reproduction.

### TUR

PSNR: 23.28. Result ID: 69f0777347f34ce924d68a27.

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

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

### Restormer

PSNR: 23.08. Result ID: 6997cce25698665ec4242116.

[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.

### Restormer

PSNR: 23.08. Result ID: 6a33add6fbc373592c310184.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

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

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

Recorded evaluation configuration: {"Venue":"CVPR’22"}. This record does not assert independent reproduction.

### DCMPNet

PSNR: 22.87. Result ID: 69f0777347f34ce924d68a24.

[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.

### Uformer

PSNR: 22.82. Result ID: 6a33add6fbc373592c310182.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

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

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

Recorded evaluation configuration: {"Venue":"CVPR’22"}. This record does not assert independent reproduction.

### SANet

PSNR: 22.69. Result ID: 69f0777347f34ce924d68a23.

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

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

### EMPF

PSNR: 22.69. Result ID: 6a33add6fbc373592c310188.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

Recorded evaluation configuration: {"Venue":"TGRS’23"}. This record does not assert independent reproduction.

### SGDN

PSNR: 22.67. Result ID: 69f0777347f34ce924d68a28.

[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.

### C2PNet

PSNR: 22.66. Result ID: 69f0777347f34ce924d68a21.

[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.

### Trinity

PSNR: 22.65. Result ID: 6a33add6fbc373592c310189.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

Recorded evaluation configuration: {"Venue":"TGRS’23"}. This record does not assert independent reproduction.

### SGID

PSNR: 21.69. Result ID: 69f0777347f34ce924d68a20.

[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: 21.55. Result ID: 6997cce25698665ec4242117.

[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.

### FFA

PSNR: 21.29. Result ID: 69f0777347f34ce924d68a1f.

[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.

### MB-TaylorFormerV2-B

PSNR: 21.12. Result ID: 69f0777347f34ce924d68a26.

[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.

### H2RL-Net

PSNR: 20.91. Result ID: 6997cce25698665ec4242113.

[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: 20.91. Result ID: 6a33add6fbc373592c310180.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

Recorded evaluation configuration: {"Venue":"GRSL’21"}. This record does not assert independent reproduction.

### DCP

PSNR: 20.61. Result ID: 69f0777347f34ce924d68a1e.

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

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

### C2PNet

PSNR: 19.62. Result ID: 6997cce25698665ec4242115.

[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.

### C2PNet

PSNR: 19.62. Result ID: 6a33add6fbc373592c310183.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

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

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

Recorded evaluation configuration: {"Venue":"CVPR’23"}. This record does not assert independent reproduction.

### AOD-Net

PSNR: 19.54. Result ID: 6997cce25698665ec4242112.

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

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

### AOD-Net

PSNR: 19.54. Result ID: 6a33add6fbc373592c31017f.

[Reporting paper](<https://www.sota2.com/research/paper/6a337b95206542251d7c50c0.md>)

Recorded evaluation configuration: {"Venue":"ICCV’17"}. This record does not assert independent reproduction.

### Learning Hazing to Dehazing

PSNR: 13.79. Result ID: 69f0777347f34ce924d68a29.

[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.
