Research Article

3D Object Detection Algorithm Based on the Reconstruction of Sparse Point Clouds in the Viewing Frustum

Table 1

3D object detection AP values of various algorithms in the 3D view with the KITTI test set.

MethodCarsPedestriansCyclists
EasyModerateHardEasyModerateHardEasyModerateHard

MV3D71.2962.6856.56ā€‰
VoxelNet81.9765.4662.8539.4833.6931.5061.2248.3644.37
Pointpillars79.0574.9968.3052.0843.5341.4775.7859.0752.92
F-PointNet80.6264.7056.0750.8841.5538.0469.3653.5052.88
Ours83.8171.8064.1765.5757.9450.7778.7558.9255.70