Research Article

Improved Object Proposals with Geometrical Features for Autonomous Driving

Table 3

Average Precision (AP) (in %) on the validation set of the KITTI object detection benchmark with 1000 proposals, while, for EB and SS, the number of proposals is 2000.

Metric MethodCarsCyclistPedestrian
EasyModerateHardEasyModerateHardEasyModerateHard

APSS [16]75.9160.0050.9856.2339.1638.8354.0647.5540.56
EB [16]86.8170.4761.1655.0137.8735.8057.7949.9942.19
3DOP94.4787.0978.7284.6557.3855.6372.476557.24
Our-SS95.3687.8478.5784.7157.7455.874.2366.5457.9
Our-EB88.9287.4078.4383.3857.7255.6974.3966.7358.17