# Radio Map Estimation on UrbanRadio3D (test) Source: [Radio Map Estimation on UrbanRadio3D (test)]() Collection index: [llms.txt]() Data updated: 2026-05-29T09:13:14.931Z Evaluation of models performing Radio Map Estimation on the test split of the UrbanRadio3D dataset, assessed using RMSE, PSNR, and SSIM. 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 | Radio map estimation | | Dataset (including any stated split) | UrbanRadio3D (test) | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [RMSE](): Lower is better; unit: SCALAR. - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | DAT-UNet | 0.033 | Not recorded | 6a191d7fdbd7150506f82754 | | RadioFormer3D | 0.0366 | Not recorded | 6a191d7fdbd7150506f82754 | | RadioDUN | 0.0459 | Not recorded | 6a191d7fdbd7150506f82754 | | RadioUNet | 0.0512 | Not recorded | 6a191d7fdbd7150506f82754 | | UNet | 0.0545 | Not recorded | 6a191d7fdbd7150506f82754 | | RadioFormer3D | 0.073 | Not recorded | 6a191d7fdbd7150506f82754 | | DAT-UNet | 0.0752 | Not recorded | 6a191d7fdbd7150506f82754 | | RadioDUN | 0.081 | Not recorded | 6a191d7fdbd7150506f82754 | | RadioUNet | 0.0812 | Not recorded | 6a191d7fdbd7150506f82754 | | UNet | 0.0861 | Not recorded | 6a191d7fdbd7150506f82754 | | PMNet | 0.0969 | Not recorded | 6a191d7fdbd7150506f82754 | | PMNet | 0.1076 | Not recorded | 6a191d7fdbd7150506f82754 | | RadioFormer3D | 0.1764 | Not recorded | 6a191d7fdbd7150506f82754 | | PMNet | 0.2391 | Not recorded | 6a191d7fdbd7150506f82754 | | RadioDUN | 0.2431 | Not recorded | 6a191d7fdbd7150506f82754 | | UNet | 0.2531 | Not recorded | 6a191d7fdbd7150506f82754 | | DAT-UNet | 0.2624 | Not recorded | 6a191d7fdbd7150506f82754 | | RadioUNet | 0.2716 | Not recorded | 6a191d7fdbd7150506f82754 | ### DAT-UNet RMSE: 0.033. Result ID: 6a1956e3fbc373592c13e231. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Full","Loss":"LMSE"}. This record does not assert independent reproduction. ### RadioFormer3D RMSE: 0.0366. Result ID: 6a1956e3fbc373592c13e234. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Full","Loss":"LMSE"}. This record does not assert independent reproduction. ### RadioDUN RMSE: 0.0459. Result ID: 6a1956e3fbc373592c13e22e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Full","Loss":"LMSE"}. This record does not assert independent reproduction. ### RadioUNet RMSE: 0.0512. Result ID: 6a1956e3fbc373592c13e228. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Full","Loss":"LMSE"}. This record does not assert independent reproduction. ### UNet RMSE: 0.0545. Result ID: 6a1956e3fbc373592c13e225. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Full","Loss":"LMSE"}. This record does not assert independent reproduction. ### RadioFormer3D RMSE: 0.073. Result ID: 6a1956e3fbc373592c13e236. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"L"}. This record does not assert independent reproduction. ### DAT-UNet RMSE: 0.0752. Result ID: 6a1956e3fbc373592c13e233. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"L"}. This record does not assert independent reproduction. ### RadioDUN RMSE: 0.081. Result ID: 6a1956e3fbc373592c13e230. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"L"}. This record does not assert independent reproduction. ### RadioUNet RMSE: 0.0812. Result ID: 6a1956e3fbc373592c13e22a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"L"}. This record does not assert independent reproduction. ### UNet RMSE: 0.0861. Result ID: 6a1956e3fbc373592c13e227. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"L"}. This record does not assert independent reproduction. ### PMNet RMSE: 0.0969. Result ID: 6a1956e3fbc373592c13e22d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"L"}. This record does not assert independent reproduction. ### PMNet RMSE: 0.1076. Result ID: 6a1956e3fbc373592c13e22b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Full","Loss":"LMSE"}. This record does not assert independent reproduction. ### RadioFormer3D RMSE: 0.1764. Result ID: 6a1956e3fbc373592c13e235. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"LMSE"}. This record does not assert independent reproduction. ### PMNet RMSE: 0.2391. Result ID: 6a1956e3fbc373592c13e22c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"LMSE"}. This record does not assert independent reproduction. ### RadioDUN RMSE: 0.2431. Result ID: 6a1956e3fbc373592c13e22f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"LMSE"}. This record does not assert independent reproduction. ### UNet RMSE: 0.2531. Result ID: 6a1956e3fbc373592c13e226. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"LMSE"}. This record does not assert independent reproduction. ### DAT-UNet RMSE: 0.2624. Result ID: 6a1956e3fbc373592c13e232. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"LMSE"}. This record does not assert independent reproduction. ### RadioUNet RMSE: 0.2716. Result ID: 6a1956e3fbc373592c13e229. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weak","Loss":"LMSE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.