Radio Map Estimation on UrbanRadio3D (test)
0.033RMSEDAT-UNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DAT-UNetSupervision=Full, Loss=LMSE2026.05 | 0.033 | 30.4003 | 93.89 | |
| RadioFormer3DSupervision=Full, Loss=LMSE2026.05 | 0.0366 | 29.2342 | 90.89 | |
| RadioDUNSupervision=Full, Loss=LMSE2026.05 | 0.0459 | 25.9124 | 86.9 | |
| RadioUNetSupervision=Full, Loss=LMSE2026.05 | 0.0512 | 25.9912 | 82.88 | |
| UNetSupervision=Full, Loss=LMSE2026.05 | 0.0545 | 25.3482 | 89.76 | |
| RadioFormer3DSupervision=Weak, Loss=L2026.05 | 0.073 | 22.7913 | 78.27 | |
| DAT-UNetSupervision=Weak, Loss=L2026.05 | 0.0752 | 22.5498 | 78.65 | |
| RadioDUNSupervision=Weak, Loss=L2026.05 | 0.081 | 22.1254 | 77.89 | |
| RadioUNetSupervision=Weak, Loss=L2026.05 | 0.0812 | 21.5133 | 77.59 | |
| UNetSupervision=Weak, Loss=L2026.05 | 0.0861 | 21.3608 | 78.55 | |
| PMNetSupervision=Weak, Loss=L2026.05 | 0.0969 | 20.3569 | 75.26 | |
| PMNetSupervision=Full, Loss=LMSE2026.05 | 0.1076 | 23.693 | 78.75 | |
| RadioFormer3DSupervision=Weak, Loss=LMSE2026.05 | 0.1764 | 16.3926 | 32.41 | |
| PMNetSupervision=Weak, Loss=LMSE2026.05 | 0.2391 | 12.112 | 20.12 | |
| RadioDUNSupervision=Weak, Loss=LMSE2026.05 | 0.2431 | 11.9972 | 29.81 | |
| UNetSupervision=Weak, Loss=LMSE2026.05 | 0.2531 | 12.0774 | 17.03 | |
| DAT-UNetSupervision=Weak, Loss=LMSE2026.05 | 0.2624 | 11.6915 | 18.1 | |
| RadioUNetSupervision=Weak, Loss=LMSE2026.05 | 0.2716 | 11.9802 | 16.32 |