Table 4.
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 |