# Multi-Source Translation on LSUN Bedroom

Source: [Multi-Source Translation on LSUN Bedroom](<https://www.sota2.com/research/sota/multi-source-translation-on-lsun-bedroom>)

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

Data updated: 2026-03-04T11:30:47.788Z

Evaluation of Multi-Source Translation performance on the LSUN Bedroom dataset, measured using image quality metrics such as FID, IS, LPIPS, and MSE.

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 | Multi-Source Translation |
| Dataset (including any stated split) | LSUN Bedroom |
| Metric | FID |
| 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

- [FID](<https://www.sota2.com/research/sota/multi-source-translation-on-lsun-bedroom.md?metric=FID>): Lower is better; unit: SCALAR.

- [IS](<https://www.sota2.com/research/sota/multi-source-translation-on-lsun-bedroom.md?metric=IS>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/multi-source-translation-on-lsun-bedroom.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/multi-source-translation-on-lsun-bedroom.md?metric=MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| DDBM | 38.65 | Not recorded | 68fa7b481e209131cea87829 |
| LADB | 38.67 | Not recorded | 68fa7b481e209131cea87829 |
| UniCtrl | 41.96 | Not recorded | 68fa7b481e209131cea87829 |

### DDBM

FID: 38.65. Result ID: 69a817d76dbb7075b94df14e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b481e209131cea87829.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b50.md>)

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

### LADB

FID: 38.67. Result ID: 69a817d76dbb7075b94df150.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b481e209131cea87829.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b481e209131cea87829.md>)

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

### UniCtrl

FID: 41.96. Result ID: 69a817d76dbb7075b94df14f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b481e209131cea87829.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e81c.md>)

[Implementation](<https://github.com/ShihaoZhaoZSH/Uni-ControlNet>)

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

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