Sensor-space Imputation on Pollution PM10/PM2.5
39.25RMSE (Variable 1)FieldFormer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FieldFormer2025.10 | 39.25 | 20.28 | 22.06 | 11.23 | |
| RecFNO2025.10 | 53.84 | 31.25 | 32.91 | 17.65 | |
| ImputeFormer2025.10 | 58.96 | 35.2 | 36.27 | 19.09 | |
| Senseiver2025.10 | 60.05 | 36.94 | 36.21 | 19.98 | |
| Fourier-MLP2025.10 | 83.48 | 54.81 | 53.19 | 31.74 | |
| SIREN2025.10 | 92.81 | 62.41 | 58.95 | 35.93 | |
| SVGP2025.10 | 147.9 | 110 | 98.19 | 67.41 |