Point Cloud Upsampling on ShapeNet (test)
1.13EMDDDPMPU
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DDPMPU2025.03 | 1.13 | 0.281 | 65.9 | — | — | — | — | — | |
| [37]→[72]→[47]type=SOTA Combination2025.03 | 1.13 | 0.281 | 65.9 | — | — | — | — | — | |
| SuperPC2025.03 | 1.25 | 0.293 | 63.1 | — | — | — | — | — | |
| GradPU2025.03 | 1.27 | 0.298 | 58.9 | — | — | — | — | — | |
| LiDiff2025.03 | 1.38 | 0.312 | 52.6 | — | — | — | — | — | |
| ScoreDenoise2025.03 | 1.65 | 0.346 | 53.7 | — | — | — | — | — | |
| PU-DRScale Category=Fixed Scale2022.04 | 3.55 | — | — | — | 2.3 | 4.05 | 11 | 409 | |
| Meta-PUScale Category=Arbitrary Scale2022.04 | 3.56 | — | — | — | 3.89 | 5.6 | 10.9 | 506 | |
| Meta-PUScale Category=Arbitrary Scale2022.04 | 3.94 | — | — | — | 3.77 | 5.41 | 12.6 | 339 | |
| PU-DRScale Category=Fixed Scale2022.04 | 3.95 | — | — | — | 2.99 | 4.97 | 8.34 | 708 | |
| PU-DRScale Category=Fixed Scale2022.04 | 3.98 | — | — | — | 2.24 | 3.89 | 8.71 | 625 | |
| Meta-PUScale Category=Arbitrary Scale2022.04 | 4.33 | — | — | — | 3.95 | 5.68 | 9.71 | 625 | |
| PU-DRScale Category=Fixed Scale2022.04 | 4.51 | — | — | — | 2.92 | 4.72 | 7.29 | 779 | |
| SSASScale Category=Arbitrary Scale2022.04 | 4.87 | — | — | — | 3.49 | 9.35 | 10.1 | 561 | |
| SSASScale Category=Arbitrary Scale2022.04 | 4.93 | — | — | — | 3.49 | 10.2 | 12.1 | 371 | |
| PU-GCNScale Category=Fixed Scale2022.04 | 4.94 | — | — | — | 3.47 | 5.09 | 12.2 | 360 | |
| PU-GANScale Category=Fixed Scale2022.04 | 5.05 | — | — | — | 3.76 | 5.51 | 8.82 | 676 | |
| PU-GANScale Category=Fixed Scale2022.04 | 5.09 | — | — | — | 4.32 | 6.01 | 12.7 | 326 | |
| PU-GCNScale Category=Fixed Scale2022.04 | 5.5 | — | — | — | 3.35 | 5.01 | 10.2 | 537 | |
| SSASScale Category=Arbitrary Scale2022.04 | 5.53 | — | — | — | 3.48 | 8.84 | 8.7 | 706 | |
| Meta-PUScale Category=Arbitrary Scale2022.04 | 5.62 | — | — | — | 3.87 | 5.59 | 8.96 | 676 | |
| MPUScale Category=Fixed Scale2022.04 | 5.64 | — | — | — | 3.61 | 5.5 | 10.4 | 527 | |
| SSASScale Category=Arbitrary Scale2022.04 | 5.98 | — | — | — | 3.35 | 8.34 | 7.65 | 772 | |
| PU-GANScale Category=Fixed Scale2022.04 | 6.02 | — | — | — | 3.14 | 4.92 | 7.52 | 770 | |
| PU-GCNScale Category=Fixed Scale2022.04 | 6.41 | — | — | — | 3.33 | 5.06 | 8.78 | 678 | |
| PU-GANScale Category=Fixed Scale2022.04 | 6.66 | — | — | — | 4.66 | 6.56 | 10.9 | 484 | |
| PU-NetScale Category=Fixed Scale2022.04 | 6.75 | — | — | — | 4.02 | 5.62 | 12.9 | 334 | |
| PU-NetScale Category=Fixed Scale2022.04 | 7.02 | — | — | — | 5.05 | 6.81 | 11.3 | 462 | |
| PU-GCNScale Category=Fixed Scale2022.04 | 7.44 | — | — | — | 3.39 | 5.11 | 7.8 | 749 | |
| MPUScale Category=Fixed Scale2022.04 | 7.74 | — | — | — | 4.01 | 6.11 | 8.12 | 727 | |
| PU-NetScale Category=Fixed Scale2022.04 | 8.91 | — | — | — | 4.85 | 6.81 | 9.67 | 611 | |
| PU-NetScale Category=Fixed Scale2022.04 | 10.4 | — | — | — | 6.04 | 8.04 | 9.25 | 632 |