# Image Dehazing on Haze 2020 (test)

Source: [Image Dehazing on Haze 2020 (test)](<https://www.sota2.com/research/sota/image-dehazing-on-haze-2020-test>)

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

Data updated: 2026-06-16T09:35:44.313Z

Evaluation of Image Dehazing performance on the test split of the Haze 2020 dataset, utilizing perceptual and quality metrics like FID, NIQE, MUSIQ, and MANIQA.

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 | Image Dehazing |
| Dataset (including any stated split) | Haze 2020 (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 27 of 27 |
| 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

- [FID](<https://www.sota2.com/research/sota/image-dehazing-on-haze-2020-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [NIQE](<https://www.sota2.com/research/sota/image-dehazing-on-haze-2020-test.md?metric=NIQE>): Lower is better; unit: SCALAR.

- [MUSIQ](<https://www.sota2.com/research/sota/image-dehazing-on-haze-2020-test.md?metric=MUSIQ>): Higher is better; unit: SCALAR.

- [MANIQA](<https://www.sota2.com/research/sota/image-dehazing-on-haze-2020-test.md?metric=MANIQA>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Fi-Gaussian | 67.9 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| Dehaze-GaussianImage | 68.9 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| DehazeSB | 69.8 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| DehazeSB | 69.8 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| Diff-Dehazer | 70.9 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| Diff-Dehazer | 70.9 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| FFA-Net | 72.9 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| PSD | 79.5 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| PSD | 79.5 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| GridDehazeNet | 80.2 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| GridDehazeNet | 80.2 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| DCP | 81.7 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| DCP | 81.7 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| YoLY | 84.5 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| D4 | 84.5 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| YOLY | 84.5 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| D4 | 84.5 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| USID-Net | 85.2 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| USID-Net | 85.2 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| Aod-Net | 85.3 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| AOD-Net | 85.3 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| RefineDNet | 87.3 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| RefineDNet | 87.3 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| DehazeNet | 89.4 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| DehazeNet | 89.4 | Not recorded | 6a30d8ffd33dfb23e783d138 |
| Cycle-Dehaze | 91.3 | Not recorded | 6a30d8ffd33dfb23e783d133 |
| Cycle-Dehaze | 91.3 | Not recorded | 6a30d8ffd33dfb23e783d138 |

### Fi-Gaussian

FID: 67.9. Result ID: 6a3118dbfbc373592c2dce81.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

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

### Dehaze-GaussianImage

FID: 68.9. Result ID: 6a3118bcfbc373592c2dcdd9.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

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

### DehazeSB

FID: 69.8. Result ID: 6a3118bcfbc373592c2dcdd8.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f71e209131cea804f0.md>)

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

### DehazeSB

FID: 69.8. Result ID: 6a3118dbfbc373592c2dce80.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f71e209131cea804f0.md>)

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

### Diff-Dehazer

FID: 70.9. Result ID: 6a3118bcfbc373592c2dcdd7.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73caa.md>)

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

### Diff-Dehazer

FID: 70.9. Result ID: 6a3118dbfbc373592c2dce7f.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73caa.md>)

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

### FFA-Net

FID: 72.9. Result ID: 6a3118dbfbc373592c2dce74.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

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

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

### PSD

FID: 79.5. Result ID: 6a3118bcfbc373592c2dcdcd.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

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

### PSD

FID: 79.5. Result ID: 6a3118dbfbc373592c2dce75.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

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

### GridDehazeNet

FID: 80.2. Result ID: 6a3118bcfbc373592c2dcdd0.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66361e209131cea0ed20.md>)

[Implementation](<https://proteus1991.github.io/GridDehazeNet/>)

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

### GridDehazeNet

FID: 80.2. Result ID: 6a3118dbfbc373592c2dce78.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66361e209131cea0ed20.md>)

[Implementation](<https://proteus1991.github.io/GridDehazeNet/>)

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

### DCP

FID: 81.7. Result ID: 6a3118bcfbc373592c2dcdd1.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

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

### DCP

FID: 81.7. Result ID: 6a3118dbfbc373592c2dce79.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

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

### YoLY

FID: 84.5. Result ID: 6a3118bcfbc373592c2dcdd3.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18d81.md>)

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

### D4

FID: 84.5. Result ID: 6a3118bcfbc373592c2dcdd6.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

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

### YOLY

FID: 84.5. Result ID: 6a3118dbfbc373592c2dce7b.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18d81.md>)

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

### D4

FID: 84.5. Result ID: 6a3118dbfbc373592c2dce7e.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

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

### USID-Net

FID: 85.2. Result ID: 6a3118bcfbc373592c2dcdd5.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

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

### USID-Net

FID: 85.2. Result ID: 6a3118dbfbc373592c2dce7d.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

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

### Aod-Net

FID: 85.3. Result ID: 6a3118bcfbc373592c2dcdcf.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

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

### AOD-Net

FID: 85.3. Result ID: 6a3118dbfbc373592c2dce77.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

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

### RefineDNet

FID: 87.3. Result ID: 6a3118bcfbc373592c2dcdd4.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

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

### RefineDNet

FID: 87.3. Result ID: 6a3118dbfbc373592c2dce7c.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

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

### DehazeNet

FID: 89.4. Result ID: 6a3118bcfbc373592c2dcdce.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d81e209131ce9fb99e.md>)

[Implementation](<http://caibolun.github.io/DehazeNet/>)

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

### DehazeNet

FID: 89.4. Result ID: 6a3118dbfbc373592c2dce76.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d81e209131ce9fb99e.md>)

[Implementation](<http://caibolun.github.io/DehazeNet/>)

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

### Cycle-Dehaze

FID: 91.3. Result ID: 6a3118bcfbc373592c2dcdd2.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64631e209131cea044b3.md>)

[Implementation](<http://github.com/engindeniz/Cycle-Dehaze>)

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

### Cycle-Dehaze

FID: 91.3. Result ID: 6a3118dbfbc373592c2dce7a.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8ffd33dfb23e783d138.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64631e209131cea044b3.md>)

[Implementation](<http://github.com/engindeniz/Cycle-Dehaze>)

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

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