Crown Generation on Dental Crown Design Dataset
0.176CD-L2 (Premolar)MADCrowner
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MADCrownerReconstruction Phase=Before Mesh Reconstruction2026.03 | 0.176 | 0.174 | 0.175 | 0.098 | 0.092 | 0.094 | 1.093 | 0.996 | 1.027 | 90.3 | 93.2 | 92.4 | |
| MADCrownerPost-processing=true2026.03 | 0.198 | 0.18 | 0.185 | 0.083 | 0.087 | 0.086 | 1.096 | 1.026 | 1.046 | 90.7 | 92 | 91.7 | |
| GRnet+SAPPost-processing=true2026.03 | 0.212 | 0.21 | 0.21 | 0.111 | 0.1 | 0.103 | 1.212 | 1.307 | 1.28 | 89.5 | 90.1 | 89.9 | |
| VBCDPost-processing=true2026.03 | 0.212 | 0.207 | 0.209 | 0.108 | 0.109 | 0.109 | 1.115 | 1.163 | 1.15 | 89.6 | 91.5 | 90.9 | |
| DMCv2Reconstruction Phase=Before Mesh Reconstruction2026.03 | 0.227 | 0.264 | 0.254 | 0.107 | 0.132 | 0.125 | 1.227 | 1.252 | 1.245 | 86.8 | 89.7 | 88.8 | |
| Diffusion SDFPost-processing=true2026.03 | 0.228 | 0.215 | 0.219 | 0.116 | 0.108 | 0.11 | 1.216 | 1.458 | 1.39 | 87.5 | 90 | 89.3 | |
| GRnetSAP (Surface-Aware Point-to-Mesh)=true, Reconstruction Phase=Before Mesh Reconstruction2026.03 | 0.23 | 0.254 | 0.247 | 0.11 | 0.132 | 0.126 | 1.118 | 1.139 | 1.134 | 87.4 | 90.1 | 89.4 | |
| DMCv2Post-processing=true2026.03 | 0.259 | 0.251 | 0.253 | 0.137 | 0.123 | 0.127 | 1.329 | 1.319 | 1.322 | 86.8 | 87.5 | 87.3 | |
| PCNSAP (Surface-Aware Point-to-Mesh)=true, Reconstruction Phase=Before Mesh Reconstruction2026.03 | 0.271 | 0.318 | 0.305 | 0.118 | 0.148 | 0.14 | 1.4 | 1.458 | 1.441 | 85 | 88.9 | 87.8 | |
| TopNetSAP (Surface-Aware Point-to-Mesh)=true, Reconstruction Phase=Before Mesh Reconstruction2026.03 | 0.354 | 0.409 | 0.394 | 0.164 | 0.2 | 0.19 | 1.752 | 1.869 | 1.836 | 77 | 81.2 | 80 | |
| MADCrownerPost-processing=false2026.03 | 0.556 | 1.186 | 1.006 | 0.086 | 0.094 | 0.091 | 3.176 | 4.342 | 4.016 | 82.6 | 83.1 | 83 |