3D Object Detection on V2X-Real Ideal Setting
89.63AP@0.3 (Vehicle)GenComm
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GenCommArchitecture Heterogeneity=EP + HP + XS + XV, Noise Setting=Ideal (No Noise)2026.03 | 89.63 | 36.02 | 55.99 | 60.54 | 83.96 | 12.82 | 54.4 | 50.39 | 53.49 | 0.4 | 45.28 | 33.06 | |
| HyDRAArchitecture Heterogeneity=EP + HP + XS + XV, Noise Setting=Ideal (No Noise)2026.03 | 86.84 | 44.16 | 54.23 | 61.74 | 85.55 | 18.18 | 48.84 | 50.86 | 59.14 | 0.59 | 40.78 | 33.5 | |
| HEALArchitecture Heterogeneity=EP + HP + XS + XV, Noise Setting=Ideal (No Noise)2026.03 | 86.61 | 41.15 | 61 | 62.92 | 83.92 | 15.53 | 53.48 | 50.98 | 57.06 | 0.4 | 40.23 | 32.56 | |
| E2E TrainingArchitecture Heterogeneity=EP + HP + XS + XV, Noise Setting=Ideal (No Noise)2026.03 | 86.41 | 40.87 | 55.42 | 60.9 | 84.38 | 14.44 | 50.38 | 49.74 | 56.93 | 0.31 | 25.47 | 27.57 | |
| MPDAArchitecture Heterogeneity=EP + HP + XS + XV, Noise Setting=Ideal (No Noise)2026.03 | 82.88 | 37.9 | 56.45 | 59.08 | 80.61 | 14.63 | 54.26 | 49.83 | 52.41 | 0.45 | 38.5 | 30.45 | |
| CodeFillingArchitecture Heterogeneity=EP + HP + XS + XV, Noise Setting=Ideal (No Noise)2026.03 | 80.78 | 34.83 | 53.64 | 56.41 | 76.38 | 12.19 | 49.59 | 46.05 | 43.73 | 0.31 | 34.73 | 26.26 | |
| Late FusionArchitecture Heterogeneity=EP + HP + XS + XV, Noise Setting=Ideal (No Noise)2026.03 | 72.97 | 43.27 | 48.98 | 55.07 | 70.96 | 17.42 | 41.67 | 43.35 | 42.41 | 0.73 | 26.54 | 23.23 | |
| No FusionArchitecture Heterogeneity=EP + HP + XS + XV, Noise Setting=Ideal (No Noise)2026.03 | 64.71 | 32.85 | 51.61 | 49.72 | 60.06 | 12.48 | 43 | 38.51 | 32.08 | 0.16 | 23.06 | 18.43 |