Table 2: Result comparison of implicit function based network
| Chamfer Distance (↓) | IoU (↑) | Normal Consistency (↑) |
category | ONet | Disn | Ours | ONet | Disn | Ours | ONet | Disn | Ours |
airplane | 0.147 | 0.130 | 0.134 | 0.571 | 0.570 | 0.578 | 0.840 | 0.829 | 0.831 |
bench | 0.155 | 0.165 | 0.171 | 0.485 | 0.451 | 0.465 | 0.813 | 0.797 | 0.802 |
cabinet | 0.167 | 0.164 | 0.163 | 0.733 | 0.742 | 0.741 | 0.879 | 0.883 | 0.880 |
car | 0.159 | 0.173 | 0.169 | 0.737 | 0.728 | 0.734 | 0.852 | 0.846 | 0.847 |
chair | 0.228 | 0.211 | 0.212 | 0.501 | 0.532 | 0.529 | 0.823 | 0.826 | 0.824 |
display | 0.278 | 0.222 | 0.215 | 0.471 | 0.555 | 0.552 | 0.854 | 0.874 | 0.864 |
lamp | 0.479 | 0.268 | 0.261 | 0.371 | 0.445 | 0.449 | 0.731 | 0.757 | 0.751 |
loudspeaker | 0.300 | 0.241 | 0.236 | 0.647 | 0.701 | 0.697 | 0.832 | 0.860 | 0.859 |
rifle | 0.141 | 0.111 | 0.104 | 0.474 | 0.552 | 0.557 | 0.766 | 0.801 | 0.799 |
sofa,couch,lounge | 0.194 | 0.186 | 0.184 | 0.680 | 0.690 | 0.693 | 0.863 | 0.870 | 0.869 |
table | 0.189 | 0.168 | 0.173 | 0.506 | 0.538 | 0.541 | 0.858 | 0.858 | 0.858 |
telephone | 0.140 | 0.141 | 0.131 | 0.720 | 0.712 | 0.715 | 0.935 | 0.930 | 0.929 |
vessel | 0.218 | 0.194 | 0.191 | 0.53 | 0.558 | 0.562 | 0.794 | 0.789 | 0.783 |
mean | 0.215 | 0.183 | 0.180 | 0.571 | 0.598 | 0.601 | 0.834 | 0.840 | 0.838 |