# Video Dehazing on UHV-4K (test)

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

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

Data updated: 2026-05-13T08:43:57.747Z

Evaluation of Video Dehazing performance on the test split of the UHV-4K dataset, typically measured using tOF, sigma-PSNR, and PSNR.

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 (test) |
| Metric | tOF |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

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

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

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

## Recorded results

| Method | tOF | Result date | Report paper |
| --- | --- | --- | --- |
| UHDformer | 0.006129 | Not recorded | 6a0405bddbc836b87d827710 |
| UHDDIP | 0.00563 | Not recorded | 6a0405bddbc836b87d827710 |
| DehazeXL | 0.005403 | Not recorded | 6a0405bddbc836b87d827710 |
| DehazeFormer | 0.005299 | Not recorded | 6a0405bddbc836b87d827710 |
| MSBDN-DFF | 0.005139 | Not recorded | 6a0405bddbc836b87d827710 |
| LiBrA-Net w/o Temporal Field | 0.0048 | Not recorded | 6a0405bddbc836b87d827710 |
| LiBrA-Net | 0.004769 | Not recorded | 6a0405bddbc836b87d827710 |
| DVD | 0.004551 | Not recorded | 6a0405bddbc836b87d827710 |
| CG-IDN | 0.004547 | Not recorded | 6a0405bddbc836b87d827710 |
| MAP-Net | 0.004405 | Not recorded | 6a0405bddbc836b87d827710 |
| LiBrA-Net w/o Llie temporal | 0.004396 | Not recorded | 6a0405bddbc836b87d827710 |
| ViWS-Net | 0.004161 | Not recorded | 6a0405bddbc836b87d827710 |
| DCL | 0.004154 | Not recorded | 6a0405bddbc836b87d827710 |

### UHDformer

tOF: 0.006129. Result ID: 6a0438d947f34ce924ea24c5.

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

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

Recorded evaluation configuration: {"Method category":"Image dehazing"}. This record does not assert independent reproduction.

### UHDDIP

tOF: 0.00563. Result ID: 6a0438d947f34ce924ea24c4.

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

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

Recorded evaluation configuration: {"Method category":"Image dehazing"}. This record does not assert independent reproduction.

### DehazeXL

tOF: 0.005403. Result ID: 6a0438d947f34ce924ea24c3.

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

Recorded evaluation configuration: {"Method category":"Image dehazing"}. This record does not assert independent reproduction.

### DehazeFormer

tOF: 0.005299. Result ID: 6a0438d947f34ce924ea24c2.

[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: {"Method category":"Image dehazing"}. This record does not assert independent reproduction.

### MSBDN-DFF

tOF: 0.005139. Result ID: 6a0438d947f34ce924ea24c1.

[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: {"Method category":"Image dehazing"}. This record does not assert independent reproduction.

### LiBrA-Net w/o Temporal Field

tOF: 0.0048. Result ID: 6a0438d947f34ce924ea24cc.

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

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

Recorded evaluation configuration: {"Method category":"Ablation"}. This record does not assert independent reproduction.

### LiBrA-Net

tOF: 0.004769. Result ID: 6a0438d947f34ce924ea24cb.

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

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

Recorded evaluation configuration: {"Method category":"Video dehazing"}. This record does not assert independent reproduction.

### DVD

tOF: 0.004551. Result ID: 6a0438d947f34ce924ea24ca.

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

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

Recorded evaluation configuration: {"Method category":"Video dehazing"}. This record does not assert independent reproduction.

### CG-IDN

tOF: 0.004547. Result ID: 6a0438d947f34ce924ea24c9.

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

Recorded evaluation configuration: {"Method category":"Video dehazing"}. This record does not assert independent reproduction.

### MAP-Net

tOF: 0.004405. Result ID: 6a0438d947f34ce924ea24c8.

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

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

Recorded evaluation configuration: {"Method category":"Video dehazing"}. This record does not assert independent reproduction.

### LiBrA-Net w/o Llie temporal

tOF: 0.004396. Result ID: 6a0438d947f34ce924ea24cd.

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

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

Recorded evaluation configuration: {"Method category":"Ablation"}. This record does not assert independent reproduction.

### ViWS-Net

tOF: 0.004161. Result ID: 6a0438d947f34ce924ea24c7.

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

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

Recorded evaluation configuration: {"Method category":"Video dehazing"}. This record does not assert independent reproduction.

### DCL

tOF: 0.004154. Result ID: 6a0438d947f34ce924ea24c6.

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

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

Recorded evaluation configuration: {"Method category":"Video dehazing"}. This record does not assert independent reproduction.

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