# Video waterdrop removal on Real driving scenes

Source: [Video waterdrop removal on Real driving scenes](<https://www.sota2.com/research/sota/video-waterdrop-removal-on-real-driving-scenes>)

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

Data updated: 2026-02-26T06:07:56.273Z

Evaluation of video waterdrop removal performance on the Real driving scenes dataset, measured by user preference percentage.

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 | Video waterdrop removal |
| Dataset (including any stated split) | Real driving scenes |
| Metric | User Preference |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [User Preference](<https://www.sota2.com/research/sota/video-waterdrop-removal-on-real-driving-scenes.md?metric=User%20Preference>): Higher is better; unit: PERCENT.

## Recorded results

| Method | User Preference | Result date | Report paper |
| --- | --- | --- | --- |
| Spatio-temporal fusion-based framework | 77.84 | Not recorded | 68fa6e961e209131cea40e4f |
| Quan et al. | 10.23 | Not recorded | 68fa6e961e209131cea40e4f |
| Vid2Vid | 6.82 | Not recorded | 68fa6e961e209131cea40e4f |
| AttentGAN | 4.54 | Not recorded | 68fa6e961e209131cea40e4f |
| LSTO | 0.56 | Not recorded | 68fa6e961e209131cea40e4f |
| CCN | 0 | Not recorded | 68fa6e961e209131cea40e4f |

### Spatio-temporal fusion-based framework

User Preference: 77.84. Result ID: 699048bc3a6c314849ff757f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e4f.md>)

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

### Quan et al.

User Preference: 10.23. Result ID: 699048bc3a6c314849ff757b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e4f.md>)

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

### Vid2Vid

User Preference: 6.82. Result ID: 699048bc3a6c314849ff757d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65201e209131cea089a3.md>)

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

### AttentGAN

User Preference: 4.54. Result ID: 699048bc3a6c314849ff757a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64511e209131cea0409f.md>)

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

### LSTO

User Preference: 0.56. Result ID: 699048bc3a6c314849ff757e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea15a38.md>)

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

### CCN

User Preference: 0. Result ID: 699048bc3a6c314849ff757c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e4f.md>)

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

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