# Satellite-to-Street-View Image Synthesis on Hurricane Ian dataset

Source: [Satellite-to-Street-View Image Synthesis on Hurricane Ian dataset](<https://www.sota2.com/research/sota/satellite-to-street-view-image-synthesis-on-hurricane-ian-dataset>)

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

Data updated: 2026-03-24T13:14:50.722Z

Evaluation of image synthesis performance transforming satellite imagery into corresponding street-level views using SSIM, PSNR, LPIPS, and FID metrics on the Hurricane Ian dataset.

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 | Satellite-to-Street-View Image Synthesis |
| Dataset (including any stated split) | Hurricane Ian dataset |
| Metric | SSIM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [SSIM](<https://www.sota2.com/research/sota/satellite-to-street-view-image-synthesis-on-hurricane-ian-dataset.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [PSNR](<https://www.sota2.com/research/sota/satellite-to-street-view-image-synthesis-on-hurricane-ian-dataset.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/satellite-to-street-view-image-synthesis-on-hurricane-ian-dataset.md?metric=LPIPS>): Lower is better; unit: PERCENT.

- [FID](<https://www.sota2.com/research/sota/satellite-to-street-view-image-synthesis-on-hurricane-ian-dataset.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| Pix2Pix | 58.6 | Not recorded | 69c21a660636e5bf4afc465d |
| SD1.5 + ControlNet | 31.4 | Not recorded | 69c21a660636e5bf4afc465d |
| SD1.5 + ControlNet + VLM | 29.1 | Not recorded | 69c21a660636e5bf4afc465d |
| Disaster-MoE | 22.2 | Not recorded | 69c21a660636e5bf4afc465d |

### Pix2Pix

SSIM: 58.6. Result ID: 69c28d5947f34ce924aac002.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a660636e5bf4afc465d.md>)

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

### SD1.5 + ControlNet

SSIM: 31.4. Result ID: 69c28d5947f34ce924aac003.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a660636e5bf4afc465d.md>)

Recorded evaluation configuration: {"Model":"Stable Diffusion 1.5","Control":"ControlNet"}. This record does not assert independent reproduction.

### SD1.5 + ControlNet + VLM

SSIM: 29.1. Result ID: 69c28d5947f34ce924aac004.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a660636e5bf4afc465d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a660636e5bf4afc465d.md>)

Recorded evaluation configuration: {"Model":"Stable Diffusion 1.5","Control":"ControlNet","Guidance":"VLM"}. This record does not assert independent reproduction.

### Disaster-MoE

SSIM: 22.2. Result ID: 69c28d5947f34ce924aac005.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a660636e5bf4afc465d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a660636e5bf4afc465d.md>)

Recorded evaluation configuration: {"Architecture":"Mixture-of-Experts"}. This record does not assert independent reproduction.

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