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3D Object Detection on DAIR-V2X-I (val)

65.36AP (Vehicle, Easy, IoU=0.5, R40)LH3D
50.872854.633958.39562.1561Jan 4, 2026

Evaluation results

MethodLinks
LH3DBackbone=BEVHeight, Query percentage=20%2026.0165.36—————————5656.0318.5117.517.6732.4441.4941.7938.7738.3338.5
BGADLBackbone=BEVHeight, Query percentage=20%2026.0163.91—————————54.7754.9114.9714.214.1927.3934.0735.7735.4234.3534.96
ENTROPYBackbone=BEVHeight, Query percentage=20%2026.0163.42—————————54.4254.5117.516.5716.7231.4536.8638.5737.4636.6736.53
LH3DBackbone=BEVSpread, Query percentage=20%2026.0163.16—————————52.4552.5317.6317.1717.431.7737.5938.2837.5235.7436.07
PPALBackbone=BEVSpread, Query percentage=20%2026.0162.8—————————50.1850.2915.6915.8515.0931.4635.8735.3936.6533.9733.59
RANDOMBackbone=BEVHeight, Query percentage=20%2026.0161.9—————————51.3751.4113.6313.2313.4230.0438.739.3835.1934.4334.74
PPALBackbone=BEVHeight, Query percentage=20%2026.0160.2—————————51.3851.4419.0918.4718.0734.4139.1339.7137.936.3336.41
HUABackbone=BEVHeight, Query percentage=20%2026.0160.18—————————51.3751.4813.9813.2313.3330.6533.8434.4834.9432.8133.1
BADGEBackbone=BEVHeight, Query percentage=20%2026.0160.08—————————51.1951.3315.714.8814.9827.134.7735.3534.2933.6133.89
ENTROPYBackbone=BEVSpread, Query percentage=20%2026.0159.37—————————50.6650.814.3513.5413.6724.3733.133.5632.732.4332.68
LH3DBackbone=BEVDet, Query percentage=20%2026.0158.98—————————48.6748.7715.8314.9715.0623.0934.6335.232.6332.7633.01
HUABackbone=BEVSpread, Query percentage=20%2026.0158.97—————————49.4449.5416.0115.7515.8229.8730.330.7734.9531.8332.04
CORESETBackbone=BEVSpread, Query percentage=20%2026.0157.96—————————49.4749.514.0913.3813.5724.4135.7136.3832.1532.8533.15
HUABackbone=BEVDet, Query percentage=20%2026.0157.95—————————48.8448.3715.1214.6414.6621.4631.4631.831.5131.6531.61
ENTROPYBackbone=BEVDet, Query percentage=20%2026.0157.55—————————48.4148.415.8313.8212.9821.9732.7631.7531.7831.6631.04
BADGEBackbone=BEVSpread, Query percentage=20%2026.0157.54—————————48.9247.5113.3813.0413.2727.6835.7436.1632.8732.5732.31
PPALBackbone=BEVDet, Query percentage=20%2026.0156.99—————————49.6149.6215.5714.7814.2322.9933.3733.9831.8532.5932.61
RANDOMBackbone=BEVDet, Query percentage=20%2026.0156.89—————————48.4648.5314.6814.1314.1221.7329.7329.023131.4131.56
BADGEBackbone=BEVDet, Query percentage=20%2026.0156.64—————————49.1749.2314.4713.8213.9520.8730.429.6330.6631.1330.94
BGADLBackbone=BEVDet, Query percentage=20%2026.0155.23—————————47.6847.6314.7514.0414.1623.2329.6129.5631.0730.4430.45
CORESETBackbone=BEVDet, Query percentage=20%2026.0154.26—————————46.6546.6114.8714.5314.5921.0826.0326.0430.0729.0729.08
BGADLBackbone=BEVSpread, Query percentage=20%2026.0154.14—————————48.4348.4415.7415.0514.2224.8932.0932.7231.5931.8631.79
RANDOMBackbone=BEVSpread, Query percentage=20%2026.0154—————————54.5547.5114.2113.9613.0921.232.732.8129.833.7431.14
UNCERTAINTYBackbone=BEVHeight, Query percentage=20%2026.0151.77—————————4442.5213.2812.612.725.7230.9831.5630.2629.8628.93
CORESETBackbone=BEVHeight, Query percentage=20%2026.0151.43—————————43.7842.313.8613.0513.1930.1234.4435.0131.830.4230.17
BEVDepthModality=Camera2023.03—75.563.5863.6734.9533.4233.2755.6755.4755.34———————————
BEVFormerModality=Camera2023.03—61.3750.7350.7316.8915.8215.9522.1622.1322.06———————————
BEVHeightModality=Camera2023.03—77.7865.7765.8541.2239.2939.4660.2360.0860.54———————————
ImvoxelNetModality=Camera2023.03—44.7837.5837.556.816.746.7321.0613.5713.17———————————
MVXNetModality=LiDAR & Camera2023.03—71.0453.7153.7655.8354.4554.454.0530.7931.06———————————
PointPillarsModality=LiDAR2023.03—63.075454.0138.5337.237.2838.4622.622.49———————————
SECONDModality=LiDAR2023.03—71.4753.995455.1652.4952.5254.6831.0531.19———————————