# Cloud Removal on Real spatiotemporal dataset (val)

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

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

Data updated: 2026-02-26T05:55:24.470Z

Evaluation of Cloud Removal models on the validation 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 (val) |
| 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-val.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| STGAN ResNet | 25.628 | Not recorded | 68fa66d21e209131cea12a45 |
| STGAN ResNet | 25.519 | Not recorded | 68fa66d21e209131cea12a45 |
| STGAN U-Net | 25.484 | Not recorded | 68fa66d21e209131cea12a45 |
| STGAN U-Net | 25.142 | Not recorded | 68fa66d21e209131cea12a45 |
| Pix2Pix | 23.13 | Not recorded | 68fa66d21e209131cea12a45 |
| Mean Filter | 16.962 | Not recorded | 68fa66d21e209131cea12a45 |
| Median Filter | 9.081 | Not recorded | 68fa66d21e209131cea12a45 |
| Raw Cloudy Images | 7.926 | Not recorded | 68fa66d21e209131cea12a45 |

### STGAN ResNet

PSNR: 25.628. Result ID: 698d0ab68b517eb4331e8ead.

[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: 25.519. Result ID: 698d0ab68b517eb4331e8eab.

[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: 25.484. Result ID: 698d0ab68b517eb4331e8eaa.

[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: 25.142. Result ID: 698d0ab68b517eb4331e8eac.

[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: 23.13. Result ID: 698d0ab68b517eb4331e8ea7.

[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: 16.962. Result ID: 698d0ab68b517eb4331e8ea8.

[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: 9.081. Result ID: 698d0ab68b517eb4331e8ea9.

[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: 7.926. Result ID: 698d0ab68b517eb4331e8eae.

[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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