# Dehazing on DrivingHazy NoRef (test)

Source: [Dehazing on DrivingHazy NoRef (test)](<https://www.sota2.com/research/sota/dehazing-on-drivinghazy-noref-test>)

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

Data updated: 2026-02-26T05:44:03.060Z

Evaluation of Dehazing performance on the test split of the DrivingHazy NoRef dataset, typically measured using FADE and NIQE.

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 | Dehazing |
| Dataset (including any stated split) | DrivingHazy NoRef (test) |
| Metric | FADE |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [FADE](<https://www.sota2.com/research/sota/dehazing-on-drivinghazy-noref-test.md?metric=FADE>): Lower is better; unit: PERCENT.

- [NIQE](<https://www.sota2.com/research/sota/dehazing-on-drivinghazy-noref-test.md?metric=NIQE>): Lower is better; unit: SCALAR.

- [Votes](<https://www.sota2.com/research/sota/dehazing-on-drivinghazy-noref-test.md?metric=Votes>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FADE | Result date | Report paper |
| --- | --- | --- | --- |
| DVD | 82.07 | Not recorded | 68fa775b1e209131cea72ab5 |
| NSDNet | 93.48 | Not recorded | 68fa775b1e209131cea72ab5 |
| PM-Net | 94.34 | Not recorded | 68fa775b1e209131cea72ab5 |
| PSD | 96.72 | Not recorded | 68fa775b1e209131cea72ab5 |
| DCP | 96.92 | Not recorded | 68fa775b1e209131cea72ab5 |
| MAP-Net | 104.4 | Not recorded | 68fa775b1e209131cea72ab5 |
| RIDCP | 110.77 | Not recorded | 68fa775b1e209131cea72ab5 |
| RefineNet | 118.37 | Not recorded | 68fa775b1e209131cea72ab5 |
| CDD-GAN | 144.23 | Not recorded | 68fa775b1e209131cea72ab5 |
| D4 | 186.58 | Not recorded | 68fa775b1e209131cea72ab5 |

### DVD

FADE: 82.07. Result ID: 699499273a6c3148491e4e13.

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

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

Recorded evaluation configuration: {"Data Settings":"Non-aligned","Data Type":"Video","Params (M)":15.37,"Flops (G)":73.12}. This record does not assert independent reproduction.

### NSDNet

FADE: 93.48. Result ID: 699499273a6c3148491e4e12.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71bd1e209131cea52dbc.md>)

Recorded evaluation configuration: {"Data Settings":"Paired","Data Type":"Image","Params (M)":11.38,"Flops (G)":56.86}. This record does not assert independent reproduction.

### PM-Net

FADE: 94.34. Result ID: 699499273a6c3148491e4e10.

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

Recorded evaluation configuration: {"Data Settings":"Paired","Data Type":"Video","Params (M)":151.2,"Flops (G)":5.22}. This record does not assert independent reproduction.

### PSD

FADE: 96.72. Result ID: 699499273a6c3148491e4e0e.

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

Recorded evaluation configuration: {"Data Settings":"Unpaired","Data Type":"Image","Params (M)":33.11,"Flops (G)":182.5}. This record does not assert independent reproduction.

### DCP

FADE: 96.92. Result ID: 699499273a6c3148491e4e0a.

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

Recorded evaluation configuration: {"Data Settings":"Unpaired","Data Type":"Image"}. This record does not assert independent reproduction.

### MAP-Net

FADE: 104.4. Result ID: 699499273a6c3148491e4e11.

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

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

Recorded evaluation configuration: {"Data Settings":"Paired","Data Type":"Video","Params (M)":28.8,"Flops (G)":8.21}. This record does not assert independent reproduction.

### RIDCP

FADE: 110.77. Result ID: 699499273a6c3148491e4e0f.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0b1e209131cea43891.md>)

Recorded evaluation configuration: {"Data Settings":"Paired","Data Type":"Image","Params (M)":28.72,"Flops (G)":182.69}. This record does not assert independent reproduction.

### RefineNet

FADE: 118.37. Result ID: 699499273a6c3148491e4e0b.

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

Recorded evaluation configuration: {"Data Settings":"Unpaired","Data Type":"Image","Params (M)":11.38,"Flops (G)":75.41}. This record does not assert independent reproduction.

### CDD-GAN

FADE: 144.23. Result ID: 699499273a6c3148491e4e0c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d011e209131cea373ab.md>)

Recorded evaluation configuration: {"Data Settings":"Unpaired","Data Type":"Image","Params (M)":29.27,"Flops (G)":56.89}. This record does not assert independent reproduction.

### D4

FADE: 186.58. Result ID: 699499273a6c3148491e4e0d.

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

Recorded evaluation configuration: {"Data Settings":"Unpaired","Data Type":"Image","Params (M)":10.7,"Flops (G)":2.25}. This record does not assert independent reproduction.

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