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. 2019 Sep 22;19(19):4093. doi: 10.3390/s19194093

Table 3.

3D and BEV detection performance: AP (%) on the KITTI valuation set.

Method Method Car Cyclist Pedestrian
Easy Mod. Hard Easy Mod. Hard Easy Mod. Hard
3D SECOND 85.99 75.51 68.25 80.47 57.02 55.79 56.99 50.22 43.59
Baseline 1 87.20 76.80 74.65 82.84 62.34 56.66 58.16 51.42 44.74
Baseline 2 87.62 77.37 75.53 83.89 64.27 62.75 59.37 52.42 49.78
3D-GIoU 87.83 77.91 75.55 83.32 64.69 63.51 67.23 59.58 52.69
BEV SECOND 89.23 86.25 78.95 82.88 63.46 57.63 60.81 53.67 51.10
Baseline 1 89.99 86.82 86.03 84.83 64.56 58.55 62.34 59.35 52.70
Baseline 2 89.80 87.13 86.31 85.42 65.78 64.45 66.40 59.40 52.56
3D-GIoU 90.16 87.92 86.55 85.35 66.91 65.06 70.16 62.57 55.52