# Video Dehazing on UHV-4K

Source: [Video Dehazing on UHV-4K](<https://www.sota2.com/research/sota/video-dehazing-on-uhv-4k>)

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

Data updated: 2026-05-13T08:43:57.944Z

Evaluation of Video Dehazing performance on the UHV-4K dataset, measuring quality metrics (PSNR, SSIM, LPIPS) alongside computational efficiency (FPS, GFLOPs, Parameters).

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 | Video Dehazing |
| Dataset (including any stated split) | UHV-4K |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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/video-dehazing-on-uhv-4k.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/video-dehazing-on-uhv-4k.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/video-dehazing-on-uhv-4k.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [FPS](<https://www.sota2.com/research/sota/video-dehazing-on-uhv-4k.md?metric=FPS>): Higher is better; unit: SCALAR.

- [GFLOPs](<https://www.sota2.com/research/sota/video-dehazing-on-uhv-4k.md?metric=GFLOPs>): Lower is better; unit: SIZE.

- [Params (M)](<https://www.sota2.com/research/sota/video-dehazing-on-uhv-4k.md?metric=Params%20(M)>): Lower is better; unit: SIZE.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| LiBrA-Net | 24.28 | Not recorded | 6a0405bddbc836b87d827710 |
| DehazeFormer | 23.74 | Not recorded | 6a0405bddbc836b87d827710 |
| UHDformer | 23.16 | Not recorded | 6a0405bddbc836b87d827710 |
| DehazeXL | 22.63 | Not recorded | 6a0405bddbc836b87d827710 |
| MSBDN-DFF | 22.51 | Not recorded | 6a0405bddbc836b87d827710 |
| ViWS-Net | 22.06 | Not recorded | 6a0405bddbc836b87d827710 |
| UHDDIP | 21.9 | Not recorded | 6a0405bddbc836b87d827710 |
| PM-Net | 21.84 | Not recorded | 6a0405bddbc836b87d827710 |
| DVD | 21.02 | Not recorded | 6a0405bddbc836b87d827710 |
| DCL | 20.81 | Not recorded | 6a0405bddbc836b87d827710 |
| FFA-Net | 20.43 | Not recorded | 6a0405bddbc836b87d827710 |
| DS-TFN | 20.24 | Not recorded | 6a0405bddbc836b87d827710 |
| DeHamer | 20.13 | Not recorded | 6a0405bddbc836b87d827710 |
| CG-IDN | 20.13 | Not recorded | 6a0405bddbc836b87d827710 |
| ASTP-Net | 19 | Not recorded | 6a0405bddbc836b87d827710 |
| 4KDehazing | 18.56 | Not recorded | 6a0405bddbc836b87d827710 |
| MAP-Net | 18.45 | Not recorded | 6a0405bddbc836b87d827710 |
| No Dehazing | 13.19 | Not recorded | 6a0405bddbc836b87d827710 |

### LiBrA-Net

PSNR: 24.28. Result ID: 6a0438d947f34ce924ea24f1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

Recorded evaluation configuration: {"Dehazing Category":"Video dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### DehazeFormer

PSNR: 23.74. Result ID: 6a0438d947f34ce924ea24e5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

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

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

Recorded evaluation configuration: {"Venue":"TIP’23","Dehazing Category":"Image dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### UHDformer

PSNR: 23.16. Result ID: 6a0438d947f34ce924ea24e6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c99f.md>)

Recorded evaluation configuration: {"Venue":"AAAI’24","Dehazing Category":"Image dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### DehazeXL

PSNR: 22.63. Result ID: 6a0438d947f34ce924ea24e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

Recorded evaluation configuration: {"Venue":"CVPR’25","Dehazing Category":"Image dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### MSBDN-DFF

PSNR: 22.51. Result ID: 6a0438d947f34ce924ea24e1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676d1e209131cea161ea.md>)

[Implementation](<https://github.com/BookerDeWitt/MSBDN-DFF>)

Recorded evaluation configuration: {"Venue":"CVPR’20","Dehazing Category":"Image dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### ViWS-Net

PSNR: 22.06. Result ID: 6a0438d947f34ce924ea24ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ab1e209131cea4c59d.md>)

Recorded evaluation configuration: {"Venue":"ICCV’23","Dehazing Category":"Video dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### UHDDIP

PSNR: 21.9. Result ID: 6a0438d947f34ce924ea24e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66b7b.md>)

Recorded evaluation configuration: {"Venue":"TCSVT’25","Dehazing Category":"Image dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### PM-Net

PSNR: 21.84. Result ID: 6a0438d947f34ce924ea24ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

Recorded evaluation configuration: {"Venue":"MM’22","Dehazing Category":"Video dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### DVD

PSNR: 21.02. Result ID: 6a0438d947f34ce924ea24ed.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72ab5.md>)

Recorded evaluation configuration: {"Venue":"CVPR’24","Dehazing Category":"Video dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### DCL

PSNR: 20.81. Result ID: 6a0438d947f34ce924ea24ee.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa763d1e209131cea6c090.md>)

Recorded evaluation configuration: {"Venue":"AAAI’25","Dehazing Category":"Video dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### FFA-Net

PSNR: 20.43. Result ID: 6a0438d947f34ce924ea24e2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

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

Recorded evaluation configuration: {"Venue":"AAAI’20","Dehazing Category":"Image dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### DS-TFN

PSNR: 20.24. Result ID: 6a0438d947f34ce924ea24ef.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

Recorded evaluation configuration: {"Venue":"VC’25","Dehazing Category":"Video dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### DeHamer

PSNR: 20.13. Result ID: 6a0438d947f34ce924ea24e4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

Recorded evaluation configuration: {"Venue":"CVPR’22","Dehazing Category":"Image dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### CG-IDN

PSNR: 20.13. Result ID: 6a0438d947f34ce924ea24e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

Recorded evaluation configuration: {"Venue":"CVPR’21","Dehazing Category":"Video dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### ASTP-Net

PSNR: 19. Result ID: 6a0438d947f34ce924ea24f0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

Recorded evaluation configuration: {"Venue":"VC’25","Dehazing Category":"Video dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### 4KDehazing

PSNR: 18.56. Result ID: 6a0438d947f34ce924ea24e3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

Recorded evaluation configuration: {"Venue":"CVPR’21","Dehazing Category":"Image dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### MAP-Net

PSNR: 18.45. Result ID: 6a0438d947f34ce924ea24eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea4201d.md>)

Recorded evaluation configuration: {"Venue":"CVPR’23","Dehazing Category":"Video dehazing methods","Resolution":"Native 4K","Hardware":"V100 32 GB GPU"}. This record does not assert independent reproduction.

### No Dehazing

PSNR: 13.19. Result ID: 6a0438d947f34ce924ea24e0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d827710.md>)

Recorded evaluation configuration: {"Resolution":"Native 4K"}. This record does not assert independent reproduction.

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