# Nighttime Image Dehazing on GTA5

Source: [Nighttime Image Dehazing on GTA5](<https://www.sota2.com/research/sota/nighttime-image-dehazing-on-gta5>)

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

Data updated: 2026-02-26T06:03:22.976Z

Evaluation of Nighttime Image Dehazing performance on the GTA5 dataset, measured using SSIM 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 | Nighttime Image Dehazing |
| Dataset (including any stated split) | GTA5 |
| Metric | SSIM |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [SSIM](<https://www.sota2.com/research/sota/nighttime-image-dehazing-on-gta5.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/nighttime-image-dehazing-on-gta5.md?metric=PSNR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| SFSNiD | 0.935 | Not recorded | 68fa72b71e209131cea58209 |
| DeHamer | 0.928 | Not recorded | 68fa72b71e209131cea58209 |
| FSDGN | 0.923 | Not recorded | 68fa72b71e209131cea58209 |
| DF | 0.918 | Not recorded | 68fa72b71e209131cea58209 |
| Fourmer | 0.917 | Not recorded | 68fa72b71e209131cea58209 |
| MSBDN | 0.909 | Not recorded | 68fa72b71e209131cea58209 |
| 4KDehazing | 0.903 | Not recorded | 68fa72b71e209131cea58209 |
| GD | 0.9 | Not recorded | 68fa72b71e209131cea58209 |
| MITNet | 0.899 | Not recorded | 68fa72b71e209131cea58209 |
| AECRNet | 0.888 | Not recorded | 68fa72b71e209131cea58209 |
| OSFD | 0.711 | Not recorded | 68fa72b71e209131cea58209 |
| MRP | 0.662 | Not recorded | 68fa72b71e209131cea58209 |

### SFSNiD

SSIM: 0.935. Result ID: 6992552a3a6c3148490e3dea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

[Implementation](<https://github.com/Xiaofeng-life/SFSNiD>)

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

### DeHamer

SSIM: 0.928. Result ID: 6992552a3a6c3148490e3de5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

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

### FSDGN

SSIM: 0.923. Result ID: 6992552a3a6c3148490e3de6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

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

### DF

SSIM: 0.918. Result ID: 6992552a3a6c3148490e3de7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

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

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

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

### Fourmer

SSIM: 0.917. Result ID: 6992552a3a6c3148490e3de9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

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

### MSBDN

SSIM: 0.909. Result ID: 6992552a3a6c3148490e3de2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

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

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

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

### 4KDehazing

SSIM: 0.903. Result ID: 6992552a3a6c3148490e3de3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

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

### GD

SSIM: 0.9. Result ID: 6992552a3a6c3148490e3de0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.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.

### MITNet

SSIM: 0.899. Result ID: 6992552a3a6c3148490e3de8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705a1e209131cea4a7f1.md>)

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

### AECRNet

SSIM: 0.888. Result ID: 6992552a3a6c3148490e3de4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cf1e209131cea2449d.md>)

[Implementation](<https://github.com/GlassyWu/AECR-Net>)

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

### OSFD

SSIM: 0.711. Result ID: 6992552a3a6c3148490e3de1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa688b1e209131cea1cda1.md>)

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

### MRP

SSIM: 0.662. Result ID: 6992552a3a6c3148490e3ddf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b71e209131cea58209.md>)

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

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