3D Radio Map Estimation on Radio3DMix 1.0 (test)
0.0046RMSERadioGen3D
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RadioGen3DSparse sampling rate=10%, Configuration=Sparse-and-Transmitter, Training mode=Normal2026.02 | 0.0046 | 0.0021 | 0.9973 | 46.71 | |
| RadioGen3DSparse sampling rate=10%, Configuration=Sparse-Only, Training mode=Normal2026.02 | 0.005 | 0.0027 | 0.9914 | 45.77 | |
| RadioGen3DSparse sampling rate=1%, Configuration=Sparse-and-Transmitter, Training mode=Normal2026.02 | 0.0056 | 0.0032 | 0.9965 | 45 | |
| RadioGen3DSparse sampling rate=1%, Configuration=Sparse-Only, Training mode=Normal2026.02 | 0.0062 | 0.0041 | 0.9861 | 44.58 | |
| RME-GAN (2D)Sparse sampling rate=1%, Configuration=Sparse-and-Transmitter2026.02 | 0.0151 | 0.0043 | — | — | |
| RadioUNet (2D, 0.5%)Sparse sampling rate=1%, Configuration=Sparse-and-Transmitter2026.02 | 0.0209 | 0.0086 | — | — | |
| RadioGen3DSparse sampling rate=10%, Configuration=Sparse-and-Transmitter, Training mode=Fine-tuning2026.02 | 0.025 | 0.0169 | 0.9417 | 31.37 | |
| RadioGen3DSparse sampling rate=10%, Configuration=Sparse-Only, Training mode=Fine-tuning2026.02 | 0.0264 | 0.0181 | 0.9411 | 31.18 | |
| RadioGen3DSparse sampling rate=10%, Configuration=Sparse-and-Transmitter, Training mode=Train on RT Data2026.02 | 0.0271 | 0.0195 | 0.9409 | 31.13 | |
| RadioGen3DSparse sampling rate=1%, Configuration=Sparse-and-Transmitter, Training mode=Fine-tuning2026.02 | 0.0278 | 0.0199 | 0.9407 | 31.09 | |
| RadioGen3DSparse sampling rate=10%, Configuration=Sparse-Only, Training mode=Train on RT Data2026.02 | 0.0281 | 0.0204 | 0.9387 | 30.57 | |
| RadioGen3DSparse sampling rate=1%, Configuration=Sparse-and-Transmitter, Training mode=Train on RT Data2026.02 | 0.0317 | 0.0245 | 0.9371 | 29.76 | |
| RadioGen3DSparse sampling rate=1%, Configuration=Sparse-Only, Training mode=Train on RT Data2026.02 | 0.0324 | 0.0257 | 0.9316 | 28.97 | |
| RadioGen3DSparse sampling rate=1%, Configuration=Sparse-Only, Training mode=Fine-tuning2026.02 | 0.0341 | 0.0265 | 0.9334 | 29.33 | |
| RadioDiff-3DSparse sampling rate=10%, Configuration=Sparse-and-Transmitter2026.02 | 0.0481 | 0.055 | 0.8187 | 29.23 | |
| RadioDiff-3DConfiguration=Transmitter-Only2026.02 | 0.0653 | 0.0534 | 0.8309 | 24 | |
| RadioGen3DConfiguration=Transmitter-Only, Training mode=Normal2026.02 | 0.0746 | 0.0141 | 0.9682 | 22.54 | |
| RadioGen3DConfiguration=Transmitter-Only, Training mode=Fine-tuning2026.02 | 0.114 | 0.3015 | 0.908 | 18.86 | |
| RadioGen3DConfiguration=Transmitter-Only, Training mode=Train on RT Data2026.02 | 0.1227 | 0.3138 | 0.8921 | 18.19 | |
| GenRadioSparse sampling rate=1%, Configuration=Sparse-and-Transmitter2026.02 | 0.1389 | — | — | 17.152 |