# Cloud Removal on Real spatiotemporal dataset (test)

Source: [Cloud Removal on Real spatiotemporal dataset (test)](<https://www.sota2.com/research/sota/cloud-removal-on-real-spatiotemporal-dataset-test>)

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

Data updated: 2026-02-26T05:55:24.487Z

Evaluation of Cloud Removal models on the test split of the Real spatiotemporal dataset, measured by PSNR and SSIM.

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 | Cloud Removal |
| Dataset (including any stated split) | Real spatiotemporal dataset (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher 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

- [PSNR](<https://www.sota2.com/research/sota/cloud-removal-on-real-spatiotemporal-dataset-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/cloud-removal-on-real-spatiotemporal-dataset-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| STGAN ResNet | 26.186 | Not recorded | 68fa66d21e209131cea12a45 |
| STGAN ResNet | 26 | Not recorded | 68fa66d21e209131cea12a45 |
| STGAN U-Net | 25.822 | Not recorded | 68fa66d21e209131cea12a45 |
| STGAN U-Net | 25.388 | Not recorded | 68fa66d21e209131cea12a45 |
| Pix2Pix | 22.894 | Not recorded | 68fa66d21e209131cea12a45 |
| Mean Filter | 16.893 | Not recorded | 68fa66d21e209131cea12a45 |
| Median Filter | 9.674 | Not recorded | 68fa66d21e209131cea12a45 |
| Raw Cloudy Images | 8.289 | Not recorded | 68fa66d21e209131cea12a45 |

### STGAN ResNet

PSNR: 26.186. Result ID: 698d0ab68b517eb4331e8eb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

Recorded evaluation configuration: {"Input modality":"RGB+IR"}. This record does not assert independent reproduction.

### STGAN ResNet

PSNR: 26. Result ID: 698d0ab68b517eb4331e8eb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

Recorded evaluation configuration: {"Input modality":"RGB"}. This record does not assert independent reproduction.

### STGAN U-Net

PSNR: 25.822. Result ID: 698d0ab68b517eb4331e8eb2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

Recorded evaluation configuration: {"Input modality":"RGB"}. This record does not assert independent reproduction.

### STGAN U-Net

PSNR: 25.388. Result ID: 698d0ab68b517eb4331e8eb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

Recorded evaluation configuration: {"Input modality":"RGB+IR"}. This record does not assert independent reproduction.

### Pix2Pix

PSNR: 22.894. Result ID: 698d0ab68b517eb4331e8eaf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65151e209131cea0821e.md>)

[Implementation](<https://github.com/phillipi/pix2pix>)

Recorded evaluation configuration: {"Input modality":"RGB"}. This record does not assert independent reproduction.

### Mean Filter

PSNR: 16.893. Result ID: 698d0ab68b517eb4331e8eb0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

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

### Median Filter

PSNR: 9.674. Result ID: 698d0ab68b517eb4331e8eb1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

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

### Raw Cloudy Images

PSNR: 8.289. Result ID: 698d0ab68b517eb4331e8eb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a45.md>)

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

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