# RGB to MS Translation on RST-1M (test)

Source: [RGB to MS Translation on RST-1M (test)](<https://www.sota2.com/research/sota/rgb-to-ms-translation-on-rst-1m-test>)

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

Data updated: 2026-03-05T09:22:45.359Z

Evaluation of image translation performance converting RGB inputs to Multispectral (MS) imagery using the test split of the RST-1M dataset, measured using PSNR, SSIM, and RMSE.

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 | RGB to MS Translation |
| Dataset (including any stated split) | RST-1M (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/rgb-to-ms-translation-on-rst-1m-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/rgb-to-ms-translation-on-rst-1m-test.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [RMSE](<https://www.sota2.com/research/sota/rgb-to-ms-translation-on-rst-1m-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Any2Any-L | 26.84 | Not recorded | 69a90e1a2d603e6de3e40971 |
| Any2Any-B | 25.78 | Not recorded | 69a90e1a2d603e6de3e40971 |
| Any2Any-S | 22.93 | Not recorded | 69a90e1a2d603e6de3e40971 |
| BBDM | 13.24 | Not recorded | 69a90e1a2d603e6de3e40971 |
| ControlNet | 13.17 | Not recorded | 69a90e1a2d603e6de3e40971 |
| Pix2Pix | 12.04 | Not recorded | 69a90e1a2d603e6de3e40971 |
| Pix2PixHD | 11.36 | Not recorded | 69a90e1a2d603e6de3e40971 |
| LBM | 9.93 | Not recorded | 69a90e1a2d603e6de3e40971 |

### Any2Any-L

PSNR: 26.84. Result ID: 69a94b4d6dbb7075b95309df.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e1a2d603e6de3e40971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e1a2d603e6de3e40971.md>)

Recorded evaluation configuration: {"backbone":"DiT-L/4"}. This record does not assert independent reproduction.

### Any2Any-B

PSNR: 25.78. Result ID: 69a94b4d6dbb7075b95309de.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e1a2d603e6de3e40971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e1a2d603e6de3e40971.md>)

Recorded evaluation configuration: {"backbone":"DiT-B/4"}. This record does not assert independent reproduction.

### Any2Any-S

PSNR: 22.93. Result ID: 69a94b4d6dbb7075b95309dd.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e1a2d603e6de3e40971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e1a2d603e6de3e40971.md>)

Recorded evaluation configuration: {"backbone":"DiT-S/4"}. This record does not assert independent reproduction.

### BBDM

PSNR: 13.24. Result ID: 69a94b4d6dbb7075b95309da.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e1a2d603e6de3e40971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea4243f.md>)

[Implementation](<https://github.com/xuekt98/BBDM>)

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

### ControlNet

PSNR: 13.17. Result ID: 69a94b4d6dbb7075b95309db.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e1a2d603e6de3e40971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

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

### Pix2Pix

PSNR: 12.04. Result ID: 69a94b4d6dbb7075b95309d8.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e1a2d603e6de3e40971.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.

### Pix2PixHD

PSNR: 11.36. Result ID: 69a94b4d6dbb7075b95309d9.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e1a2d603e6de3e40971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c11e209131cea06591.md>)

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

### LBM

PSNR: 9.93. Result ID: 69a94b4d6dbb7075b95309dc.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e1a2d603e6de3e40971.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ad61e209131cea8570e.md>)

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

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