# Depth-to-Image Translation on LSUN Bedroom (test) Source: [Depth-to-Image Translation on LSUN Bedroom (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T11:30:47.834Z Evaluation of models performing Depth-to-Image Translation on the test split of the LSUN Bedroom dataset, typically assessed using 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 | Depth-to-Image Translation | | Dataset (including any stated split) | LSUN Bedroom (test) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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](): Lower is better; unit: SCALAR. - [IS](): Higher is better; unit: SCALAR. - [LPIPS](): Lower is better; unit: SCALAR. - [MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | LADB | 33.29 | Not recorded | 68fa7b481e209131cea87829 | | LADB | 33.44 | Not recorded | 68fa7b481e209131cea87829 | | DDBM | 33.72 | Not recorded | 68fa7b481e209131cea87829 | | LADB | 33.78 | Not recorded | 68fa7b481e209131cea87829 | | DDBM | 34.23 | Not recorded | 68fa7b481e209131cea87829 | | LADB | 34.78 | Not recorded | 68fa7b481e209131cea87829 | | DDBM | 35.69 | Not recorded | 68fa7b481e209131cea87829 | | DDBM | 39.39 | Not recorded | 68fa7b481e209131cea87829 | | ControlNet | 41.5 | Not recorded | 68fa7b481e209131cea87829 | | ControlNet | 43.05 | Not recorded | 68fa7b481e209131cea87829 | | CondLDM | 44.65 | Not recorded | 68fa7b481e209131cea87829 | | DDBM | 46.94 | Not recorded | 68fa7b481e209131cea87829 | | DDBM | 51.96 | Not recorded | 68fa7b481e209131cea87829 | | CondLDM | 52.51 | Not recorded | 68fa7b481e209131cea87829 | | DDIB | 123.95 | Not recorded | 68fa7b481e209131cea87829 | | DDIB | 309.55 | Not recorded | 68fa7b481e209131cea87829 | ### LADB FID: 33.29. Result ID: 69a817d76dbb7075b94df160. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Paired":"10%"}. This record does not assert independent reproduction. ### LADB FID: 33.44. Result ID: 69a817d76dbb7075b94df161. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Paired":"25%"}. This record does not assert independent reproduction. ### DDBM FID: 33.72. Result ID: 69a817d76dbb7075b94df15b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Space":"latent","#Paired":"100%"}. This record does not assert independent reproduction. ### LADB FID: 33.78. Result ID: 69a817d76dbb7075b94df162. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Paired":"50%"}. This record does not assert independent reproduction. ### DDBM FID: 34.23. Result ID: 69a817d76dbb7075b94df15a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Space":"latent","#Paired":"50%"}. This record does not assert independent reproduction. ### LADB FID: 34.78. Result ID: 69a817d76dbb7075b94df163. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Paired":"100%"}. This record does not assert independent reproduction. ### DDBM FID: 35.69. Result ID: 69a817d76dbb7075b94df159. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Space":"latent","#Paired":"25%"}. This record does not assert independent reproduction. ### DDBM FID: 39.39. Result ID: 69a817d76dbb7075b94df158. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Space":"latent","#Paired":"10%"}. This record does not assert independent reproduction. ### ControlNet FID: 41.5. Result ID: 69a817d76dbb7075b94df15f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Paired":"100%"}. This record does not assert independent reproduction. ### ControlNet FID: 43.05. Result ID: 69a817d76dbb7075b94df15e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Paired":"50%"}. This record does not assert independent reproduction. ### CondLDM FID: 44.65. Result ID: 69a817d76dbb7075b94df15d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Paired":"100%"}. This record does not assert independent reproduction. ### DDBM FID: 46.94. Result ID: 69a817d76dbb7075b94df157. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Space":"pixel","#Paired":"100%"}. This record does not assert independent reproduction. ### DDBM FID: 51.96. Result ID: 69a817d76dbb7075b94df156. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Space":"pixel","#Paired":"50%"}. This record does not assert independent reproduction. ### CondLDM FID: 52.51. Result ID: 69a817d76dbb7075b94df15c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Paired":"50%"}. This record does not assert independent reproduction. ### DDIB FID: 123.95. Result ID: 69a817d76dbb7075b94df155. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Space":"latent","#Paired":"0"}. This record does not assert independent reproduction. ### DDIB FID: 309.55. Result ID: 69a817d76dbb7075b94df154. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Space":"pixel","#Paired":"0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.