3D Shape Reconstruction on SAPIEN unseen synthetic shapes (test)
1.656Score (Laptop)IDR 6 views
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| IDR 6 viewsViews=6, Testing Context=Trained and tested on same instances2022.05 | 1.656 | 1.113 | 1.139 | 1.386 | 7.915 | 1.826 | 1.202 | — | 12.672 | |
| A-SDFEvaluation Protocol=Original geometry sampling, Test-Time Adaptation=false2022.05 | 0.58 | 6.058 | 4.18 | 17.298 | 1.527 | 1.422 | 1.971 | 6.048 | 2.945 | |
| A-SDF TTAEvaluation Protocol=Original geometry sampling, Test-Time Adaptation=true2022.05 | 0.542 | 5.358 | 3.756 | 9.052 | 1.351 | 0.842 | 1.689 | 4.139 | 1.082 | |
| ArtDef (NASAM)Views=6, Test-Time Adaptation=false, Testing Context=Tested on unseen objects2022.05 | 0.382 | 1.125 | 3.945 | 9.79 | 2.738 | 3.648 | 2.627 | 5.929 | 3.264 | |
| ArtDef (NASAM) TTAViews=6, Test-Time Adaptation=true, Testing Context=Tested on unseen objects2022.05 | 0.355 | 0.936 | 3.936 | 7.894 | 2.063 | 3.649 | 2.745 | 5.912 | 3.243 | |
| IDR 60 viewsViews=60, Testing Context=Trained and tested on same instances2022.05 | 0.259 | 0.994 | 3.106 | 1.171 | 12.368 | 2.119 | 3.047 | 7.821 | 13.491 | |
| A-SDF*Evaluation Protocol=Thickened mesh ground truth, Test-Time Adaptation=false2022.05 | 0.126 | 1.51 | 0.543 | 15.872 | 0.599 | 0.837 | 1.362 | 4.781 | 2.283 | |
| A-SDF TTA*Evaluation Protocol=Thickened mesh ground truth, Test-Time Adaptation=true2022.05 | 0.103 | 0.978 | 0.209 | 7.792 | 1.682 | 4.622 | 1.142 | 2.832 | 0.476 |