3D Object Detection on OPV2V 13 (test)
92.03AP@0.5Diff-KD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Diff-KDCorruption=Clean2026.04 | 92.03 | 87.81 | |
| DSRCCorruption=Clean2026.04 | 91.82 | 85.23 | |
| Diff-KDCorruption=Echo2026.04 | 91.72 | 87.67 | |
| ERMVPCorruption=Clean2026.04 | 91.37 | 84.01 | |
| DSRCCorruption=Echo2026.04 | 90.85 | 84.12 | |
| FcooperCorruption=Clean2026.04 | 90.42 | 82.5 | |
| V2X-ViTCorruption=Clean2026.04 | 90.38 | 81.36 | |
| Diff-KDCorruption=Water2026.04 | 90.01 | 85.24 | |
| ERMVPCorruption=Water2026.04 | 89.97 | 81.02 | |
| Where2CommCorruption=Clean2026.04 | 89.63 | 79.06 | |
| ERMVPCorruption=Echo2026.04 | 89.51 | 82.18 | |
| DSRCCorruption=Water2026.04 | 89.43 | 84.7 | |
| FcooperCorruption=Water2026.04 | 89.34 | 80.47 | |
| V2X-ViTCorruption=Echo2026.04 | 89.24 | 80.08 | |
| Where2CommCorruption=Echo2026.04 | 88.55 | 77.43 | |
| V2X-ViTCorruption=Water2026.04 | 88.51 | 78.45 | |
| Where2CommCorruption=Water2026.04 | 88.28 | 75.72 | |
| DSRCCorruption=Beam Missing2026.04 | 88.04 | 79.13 | |
| FcooperCorruption=Echo2026.04 | 87.9 | 80 | |
| Diff-KDCorruption=Beam Missing2026.04 | 87.86 | 82.27 | |
| Diff-KDCorruption=Cross Talk2026.04 | 87.71 | 81.27 | |
| Where2CommCorruption=Cross Talk2026.04 | 87 | 73.99 | |
| Late FusionCorruption=Water2026.04 | 86.91 | 79.88 | |
| V2X-ViTCorruption=Beam Missing2026.04 | 86.75 | 74.95 | |
| Late FusionCorruption=Clean2026.04 | 86.69 | 80.24 | |
| ERMVPCorruption=Beam Missing2026.04 | 86.47 | 76.88 | |
| FcooperCorruption=Beam Missing2026.04 | 86.38 | 75.36 | |
| Diff-KDCorruption=Motion Blur2026.04 | 86.17 | 70.57 | |
| ERMVPCorruption=Motion Blur2026.04 | 85.26 | 66.15 | |
| DSRCCorruption=Motion Blur2026.04 | 84.87 | 64.6 | |
| Where2CommCorruption=Beam Missing2026.04 | 84.27 | 70.89 | |
| Late FusionCorruption=Beam Missing2026.04 | 84 | 74.49 | |
| Late FusionCorruption=Cross Talk2026.04 | 83.07 | 73.87 | |
| Late FusionCorruption=Echo2026.04 | 82.71 | 76.38 | |
| Where2CommCorruption=Motion Blur2026.04 | 82.15 | 58.54 | |
| Diff-KDCorruption=Cross Sensor2026.04 | 81.94 | 75.91 | |
| DSRCCorruption=Cross Sensor2026.04 | 81.91 | 71.56 | |
| ERMVPCorruption=Cross Talk2026.04 | 81.59 | 71.04 | |
| V2X-ViTCorruption=Cross Sensor2026.04 | 80.8 | 67.12 | |
| ERMVPCorruption=Cross Sensor2026.04 | 80.49 | 69.81 | |
| DSRCCorruption=Cross Talk2026.04 | 80.43 | 70.34 | |
| Late FusionCorruption=Cross Sensor2026.04 | 80.06 | 68.54 | |
| FcooperCorruption=Cross Sensor2026.04 | 80.03 | 67.29 | |
| FcooperCorruption=Cross Talk2026.04 | 78.03 | 65.61 | |
| Late FusionCorruption=Motion Blur2026.04 | 77.65 | 53.6 | |
| Where2CommCorruption=Cross Sensor2026.04 | 77.56 | 63.54 | |
| V2X-ViTCorruption=Cross Talk2026.04 | 77.22 | 65.75 | |
| V2X-ViTCorruption=Motion Blur2026.04 | 74.53 | 53.98 | |
| No CollaborationCorruption=Clean2026.04 | 73.81 | 50.84 | |
| FcooperCorruption=Motion Blur2026.04 | 73.04 | 49.96 | |
| No CollaborationCorruption=Water2026.04 | 72.09 | 46.18 | |
| Diff-KDCorruption=Fog2026.04 | 71.04 | 64.57 | |
| DSRCCorruption=Fog2026.04 | 71.01 | 64.23 | |
| Late FusionCorruption=Fog2026.04 | 70.34 | 63.38 | |
| Where2CommCorruption=Fog2026.04 | 69.66 | 60.05 | |
| No CollaborationCorruption=Echo2026.04 | 66.98 | 46.04 | |
| FcooperCorruption=Fog2026.04 | 66.87 | 59.64 | |
| ERMVPCorruption=Fog2026.04 | 66.66 | 57.29 | |
| No CollaborationCorruption=Beam Missing2026.04 | 66.64 | 41.57 | |
| No CollaborationCorruption=Cross Talk2026.04 | 63.75 | 38.48 | |
| V2X-ViTCorruption=Fog2026.04 | 63.52 | 55.67 | |
| No CollaborationCorruption=Cross Sensor2026.04 | 60.46 | 36.88 | |
| No CollaborationCorruption=Motion Blur2026.04 | 60.15 | 27.77 | |
| No CollaborationCorruption=Fog2026.04 | 53.76 | 40.08 |