EMF Prediction on Urban EMF Map Prediction 78 samples (test)
0.0461MAEMulti-Conditioned HRFormer (best)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Multi-Conditioned HRFormer (best)Conditioning=FiLM(all)+CA(4), Backbone=HRFormer-Base, Inference Time (ms)=19.82026.06 | 0.0461 | 0.067 | 94.8 | 40.6 | |
| Multi-Conditioned HRFormer + TTAConditioning=FiLM(all)+CA(4), Backbone=HRFormer-Base, Test-Time Augmentation (TTA)=True, Inference Time (ms)=79.22026.06 | 0.0461 | — | — | — | |
| Multi-Conditioned HRFormer (Base Backbone)Conditioning=FiLM(all)+CA(4), Backbone=HRFormer-Base, Inference Time (ms)=19.82026.06 | 0.0492 | 0.0665 | 94.9 | 41.3 | |
| Multi-Conditioned HRFormer (All FiLM)Conditioning=FiLM(all)+CA(4), Backbone=HRFormer-Small2026.06 | 0.0533 | 0.0722 | 94.25 | 40.6 | |
| Multi-Conditioned HRFormerConditioning=FiLM(1-3)+CA(4), Backbone=HRFormer-Small2026.06 | 0.0546 | 0.0748 | 93.88 | 42.3 | |
| Multi-Conditioned HRFormer (L1 only)Conditioning=FiLM+CA, Backbone=HRFormer-Small2026.06 | 0.0606 | 0.092 | 90.69 | 41.2 | |
| Plain UNetConditioning=None, Backbone=UNet, Inference Time (ms)=7.62026.06 | 0.0616 | 0.0877 | 91.75 | 32.6 | |
| HRFormer + RegressorConditioning=None, Backbone=HRFormer-Small, Inference Time (ms)=15.42026.06 | 0.0676 | 0.1038 | 89.07 | 30 |