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. 2021 Mar 26;21(7):2327. doi: 10.3390/s21072327

Table 4.

Comparison of part segmentation of point cloud (%).

Method mcIoU mIoU cIoU
Air
Plane
Bag Cap Car Chair Ear
Phone
Guitar Knife Lamp Laptop Motor
Bike
Mug Pistol Rocket Skate
Ball
Table
Kd-Net [14] 77.4 82.3 80.1 74.6 74.3 70.3 88.6 73.5 90.2 87.2 81.0 94.9 57.4 86.7 78.1 51.8 69.9 80.3
PointNet [20] 80.4 83.7 83.4 78.7 82.5 74.9 89.6 73.0 91.5 85.9 80.8 95.3 65.2 93.0 81.2 57.9 72.8 80.6
SPLATNet [24] 82.0 84.6 81.9 83.9 88.6 79.5 90.1 73.5 91.3 84.7 84.5 96.3 69.7 95.0 81.7 59.2 70.4 81.3
KCNet [34] 82.2 84.7 82.8 81.5 86.4 77.6 90.3 76.8 91.0 87.2 84.5 95.5 69.2 94.4 81.6 60.1 75.2 81.3
GAPNet [17] 82.0 84.7 84.2 84.1 88.8 78.1 90.7 70.1 91.0 87.3 83.1 96.2 65.9 95.0 81.7 60.7 74.9 80.8
RSNet [26] 81.4 84.9 82.7 86.4 84.1 78.2 90.4 69.3 91.4 87.0 83.5 95.4 66.0 92.6 81.8 56.1 75.8 82.2
SpiderCNN [7] 82.4 85.3 83.5 81.0 87.2 77.5 90.7 76.8 91.1 87.3 83.3 95.8 70.2 93.5 82.7 59.7 75.8 82.8
AGCN [41] 82.6 85.4 83.3 79.3 87.5 78.5 90.7 76.5 91.7 87.8 84.7 95.7 72.4 93.2 84.0 63.7 76.4 82.5
SCN [39] - 84.6 83.8 80.8 83.5 79.3 90.5 69.8 91.7 86.5 82.9 96.0 69.2 93.8 82.5 62.9 74.4 80.8
PointCNN [25] 84.6 86.1 84.1 86.5 86.0 80.8 90.6 79.7 92.3 88.4 85.3 96.1 77.2 95.3 84.2 64.2 80.0 83.0
PointNet++ [21] 81.9 85.1 82.4 79.0 87.7 77.3 90.8 71.8 91.0 85.9 83.7 95.3 71.6 94.1 81.3 58.7 76.4 82.6
DGCNN [35] 82.3 85.2 84.0 83.4 86.7 77.8 90.6 74.7 91.2 87.5 82.8 95.7 66.3 94.9 81.1 63.5 74.5 82.6
DNet 83.8 86.1 84.5 85.2 88.6 79.3 91.7 77.8 91.5 88.7 84.7 95.7 73.4 95.3 82.3 62.8 76.8 82.1