# Homogeneous Image Dehazing on Real World

Source: [Homogeneous Image Dehazing on Real World](<https://www.sota2.com/research/sota/homogeneous-image-dehazing-on-real-world>)

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

Data updated: 2026-02-26T06:11:17.709Z

Evaluation of Homogeneous Image Dehazing performance on the Real World dataset, measured using r\_net, m\_ng, and r\_sp.

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 | Homogeneous Image Dehazing |
| Dataset (including any stated split) | Real World |
| Metric | r\_net |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [r\_net](<https://www.sota2.com/research/sota/homogeneous-image-dehazing-on-real-world.md?metric=r_net>): Lower is better; unit: SCALAR.

- [m\_ng](<https://www.sota2.com/research/sota/homogeneous-image-dehazing-on-real-world.md?metric=m_ng>): Lower is better; unit: SCALAR.

- [r\_sp](<https://www.sota2.com/research/sota/homogeneous-image-dehazing-on-real-world.md?metric=r_sp>): Lower is better; unit: SCALAR.

## Recorded results

| Method | r\_net | Result date | Report paper |
| --- | --- | --- | --- |
| FFA | 0.6 | Not recorded | 68fa6b831e209131cea2ebc0 |
| GDNet | 0.704 | Not recorded | 68fa6b831e209131cea2ebc0 |
| MSCNN | 0.822 | Not recorded | 68fa6b831e209131cea2ebc0 |
| DCP | 1.393 | Not recorded | 68fa6b831e209131cea2ebc0 |
| HLP | 1.418 | Not recorded | 68fa6b831e209131cea2ebc0 |
| MSBDN | 1.429 | Not recorded | 68fa6b831e209131cea2ebc0 |
| EPDN | 1.664 | Not recorded | 68fa6b831e209131cea2ebc0 |
| HyLoG-ViT | 1.767 | Not recorded | 68fa6b831e209131cea2ebc0 |

### FFA

r\_net: 0.6. Result ID: 698e9296ffc3901de09ec54d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebc0.md>)

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

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

### GDNet

r\_net: 0.704. Result ID: 698e9296ffc3901de09ec54a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebc0.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.

### MSCNN

r\_net: 0.822. Result ID: 698e9296ffc3901de09ec549.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebc0.md>)

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

### DCP

r\_net: 1.393. Result ID: 698e9296ffc3901de09ec547.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebc0.md>)

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

### HLP

r\_net: 1.418. Result ID: 698e9296ffc3901de09ec548.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebc0.md>)

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

### MSBDN

r\_net: 1.429. Result ID: 698e9296ffc3901de09ec54c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebc0.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.

### EPDN

r\_net: 1.664. Result ID: 698e9296ffc3901de09ec54b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebc0.md>)

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

### HyLoG-ViT

r\_net: 1.767. Result ID: 698e9296ffc3901de09ec54e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebc0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebc0.md>)

[Implementation](<https://github.com/phoenixtreesky7/CFEN-ViT-Dehazing>)

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

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