# Nighttime Dehazing on Real-World

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

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

Data updated: 2026-02-26T06:11:11.917Z

Evaluation of Nighttime Dehazing performance on the Real-World dataset, measured using n\_ave, e, and sigma\_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 | Nighttime Dehazing |
| Dataset (including any stated split) | Real-World |
| Metric | n\_ave |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [n\_ave](<https://www.sota2.com/research/sota/nighttime-dehazing-on-real-world.md?metric=n_ave>): Lower is better; unit: SCALAR.

- [e](<https://www.sota2.com/research/sota/nighttime-dehazing-on-real-world.md?metric=e>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | n\_ave | Result date | Report paper |
| --- | --- | --- | --- |
| LIME | 0.144 | Not recorded | 68fa6b831e209131cea2ebc0 |
| OSFD | 0.149 | Not recorded | 68fa6b831e209131cea2ebc0 |
| MRP | 0.169 | Not recorded | 68fa6b831e209131cea2ebc0 |
| LCD | 0.19 | Not recorded | 68fa6b831e209131cea2ebc0 |
| HyLoG-ViT | 0.219 | Not recorded | 68fa6b831e209131cea2ebc0 |

### LIME

n\_ave: 0.144. Result ID: 698e9296ffc3901de09ec525.

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

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

### OSFD

n\_ave: 0.149. Result ID: 698e9296ffc3901de09ec528.

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

n\_ave: 0.169. Result ID: 698e9296ffc3901de09ec527.

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

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

### LCD

n\_ave: 0.19. Result ID: 698e9296ffc3901de09ec526.

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

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

### HyLoG-ViT

n\_ave: 0.219. Result ID: 698e9296ffc3901de09ec529.

[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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