# Image-to-image translation on Combined (Drones, Maps, Facades, Cityscapes, KITTI) (test)

Source: [Image-to-image translation on Combined (Drones, Maps, Facades, Cityscapes, KITTI) (test)](<https://www.sota2.com/research/sota/image-to-image-translation-on-combined-drones-maps-facades-cityscapes-kitti-test>)

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

Data updated: 2026-02-26T06:06:18.439Z

Evaluation of Image-to-image translation performance across a combined test set comprising Drones, Maps, Facades, Cityscapes, and KITTI datasets.

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 | Image-to-image translation |
| Dataset (including any stated split) | Combined (Drones, Maps, Facades, Cityscapes, KITTI) (test) |
| Metric | Test Loss |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [Test Loss](<https://www.sota2.com/research/sota/image-to-image-translation-on-combined-drones-maps-facades-cityscapes-kitti-test.md?metric=Test%20Loss>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Test Loss | Result date | Report paper |
| --- | --- | --- | --- |
| DeepCAMNet | -14.16 | Not recorded | 68fa66121e209131cea0e16e |
| CAMNet | -7.27 | Not recorded | 68fa66121e209131cea0e16e |
| UNet-pix2pix | 0.0798 | Not recorded | 68fa66121e209131cea0e16e |

### DeepCAMNet

Test Loss: -14.16. Result ID: 698cd8578b517eb4331d2013.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66121e209131cea0e16e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66121e209131cea0e16e.md>)

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

### CAMNet

Test Loss: -7.27. Result ID: 698cd8578b517eb4331d2012.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66121e209131cea0e16e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66121e209131cea0e16e.md>)

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

### UNet-pix2pix

Test Loss: 0.0798. Result ID: 698cd8578b517eb4331d2011.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66121e209131cea0e16e.md>)

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

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

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

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