Point Cloud Completion on ShapeNet-34 (seen categories)
0.33Chamfer Distance (S)
SymmCompletion
Updated 25d ago
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025.03 | 0.33 | 0.48 | 1 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 0.4 | 0.57 | 1 | 0.66 | - | - | 49.2 | - | - | - | - | - | - | |
2025.12 | 0.4 | 0.53 | 0.99 | 0.64 | - | - | 48.9 | - | - | - | - | - | - | |
2025.12 | 0.41 | 0.57 | 1.12 | 0.7 | - | - | 56.4 | - | - | - | - | - | - | |
2025.12 | 0.41 | 0.55 | 1.03 | 0.66 | - | - | 45.9 | - | - | - | - | - | - | |
2023.02 | 0.44 | 0.67 | 1.33 | 0.81 | 46.6 | - | - | 0.506 | 0.557 | 0.606 | 0.556 | - | - | |
2025.12 | 0.44 | 0.64 | 1.14 | 0.75 | - | - | 45.1 | - | - | - | - | - | - | |
2025.12 | 0.45 | 0.65 | 1.18 | 0.76 | - | - | 45.1 | - | - | - | - | - | - | |
2025.03 | 0.45 | 0.65 | 1.18 | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 0.46 | 0.64 | 1.13 | - | - | - | - | - | - | - | - | - | - | |
2022.07 | 0.48 | 0.7 | 1.3 | 0.83 | 45.2 | - | - | - | - | - | - | - | - | |
2023.01 | 0.48 | 0.7 | 1.3 | - | - | 0.83 | 45.2 | - | - | - | - | - | - | |
2023.01 | 0.48 | 0.63 | 1.07 | - | - | 0.73 | 46.9 | - | - | - | - | - | - | |
2023.02 | 0.48 | 0.7 | 1.3 | 0.83 | 45.2 | - | - | 0.513 | 0.561 | 0.608 | 0.561 | - | - | |
2025.12 | 0.48 | 0.63 | 1.07 | 0.73 | - | - | 46.9 | - | - | - | - | - | - | |
2025.12 | 0.48 | 0.7 | 1.3 | 0.83 | - | - | 45.2 | - | - | - | - | - | - | |
2025.03 | 0.48 | 0.7 | 1.3 | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 0.49 | 0.67 | 1.27 | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 0.51 | 0.73 | 1.4 | - | - | - | - | - | - | - | - | - | - | |
2023.01 | 0.6 | 0.86 | 1.5 | - | - | 0.99 | 42.2 | - | - | - | - | - | - | |
2025.12 | 0.6 | 0.86 | 1.5 | 0.99 | - | - | 42.2 | - | - | - | - | - | - | |
2022.07 | 0.76 | 1.05 | 1.88 | 1.23 | 42.1 | - | - | - | - | - | - | - | - | |
2023.01 | 0.76 | 1.05 | 1.88 | - | - | 1.23 | 42.1 | - | - | - | - | - | - | |
2023.02 | 0.76 | 1.05 | 1.88 | 1.23 | 42.1 | - | - | 0.533 | 0.57 | 0.622 | 0.575 | - | - | |
2021.08 | 0.76 | 1.05 | 1.88 | 1.23 | 42.1 | - | - | - | - | - | - | - | - | |
2025.03 | 0.76 | 1.05 | 1.88 | - | - | - | - | - | - | - | - | - | - | |
2022.07 | 1.26 | 1.39 | 2.57 | 1.74 | 25.1 | - | - | - | - | - | - | - | - | |
2023.01 | 1.26 | 1.39 | 2.57 | - | - | 1.74 | 25.1 | - | - | - | - | - | - | |
2023.02 | 1.26 | 1.39 | 2.57 | 1.74 | 25.1 | - | - | 0.55 | 0.594 | 0.656 | 0.6 | - | - | |
2025.12 | 1.26 | 1.39 | 2.57 | 1.74 | - | - | 25.1 | - | - | - | - | - | - | |
2021.08 | 1.26 | 1.39 | 2.57 | 1.74 | 25.1 | - | - | - | - | - | - | - | - | |
2022.07 | 1.77 | 1.61 | 3.54 | 2.31 | 17.1 | - | - | - | - | - | - | - | - | |
2023.01 | 1.77 | 1.61 | 3.54 | - | - | 2.31 | 17.1 | - | - | - | - | - | - | |
2023.02 | 1.77 | 1.61 | 3.54 | 2.31 | 17.1 | - | - | - | - | - | - | - | - | |
2025.12 | 1.77 | 1.61 | 3.54 | 2.31 | - | - | 17.1 | - | - | - | - | - | - | |
2021.08 | 1.77 | 1.61 | 3.54 | 2.31 | 17.1 | - | - | - | - | - | - | - | - | |
2022.07 | 1.86 | 1.81 | 3.38 | 2.35 | 13.9 | - | - | - | - | - | - | - | - | |
2023.01 | 1.86 | 1.81 | 3.38 | - | - | 2.35 | 13.9 | - | - | - | - | - | - | |
2023.02 | 1.86 | 1.81 | 3.38 | 2.35 | 13.9 | - | - | - | - | - | - | - | - | |
2025.12 | 1.86 | 1.81 | 3.38 | 2.35 | - | - | 13.9 | - | - | - | - | - | - | |
2021.08 | 1.86 | 1.81 | 3.38 | 2.35 | 13.9 | - | - | - | - | - | - | - | - | |
2022.07 | 1.87 | 1.81 | 2.97 | 2.22 | 15.4 | - | - | - | - | - | - | - | - | |
2023.01 | 1.87 | 1.81 | 2.97 | - | - | 2.22 | 15.4 | - | - | - | - | - | - | |
2023.02 | 1.87 | 1.81 | 2.97 | 2.22 | 15 | - | - | 0.571 | 0.617 | 0.683 | 0.624 | - | - | |
2025.12 | 1.87 | 1.81 | 2.97 | 2.22 | - | - | 15.4 | - | - | - | - | - | - | |
2021.08 | 1.87 | 1.81 | 2.97 | 2.22 | 15.4 | - | - | - | - | - | - | - | - | |
2025.03 | 1.87 | 1.81 | 2.97 | - | - | - | - | - | - | - | - | - | - | |
2022.07 | 3.16 | 3.19 | 7.71 | 4.68 | 34.7 | - | - | - | - | - | - | - | - | |
2023.01 | 3.16 | 3.19 | 7.71 | - | - | 4.68 | 34.7 | - | - | - | - | - | - | |
2023.02 | 3.16 | 3.19 | 7.71 | 4.68 | 34.7 | - | - | - | - | - | - | - | - | |
2021.08 | 3.16 | 3.19 | 7.71 | 4.68 | 34.7 | - | - | - | - | - | - | - | - | |
2022.02 | 5.1 | 7.1 | 12.1 | 8.1 | 41.4 | - | - | - | - | - | - | - | - | |
2022.02 | 7.6 | 10.5 | 18.8 | 12.3 | 42.1 | - | - | - | - | - | - | - | - | |
2022.02 | 12.6 | 13.9 | 25.7 | 17.4 | 25.1 | - | - | - | - | - | - | - | - | |
2022.02 | 17.7 | 16.1 | 35.4 | 23.1 | 17.1 | - | - | - | - | - | - | - | - | |
2022.02 | 18.6 | 18.1 | 33.8 | 23.5 | 13.9 | - | - | - | - | - | - | - | - | |
2022.02 | 18.7 | 18.1 | 29.7 | 22.2 | 15.4 | - | - | - | - | - | - | - | - | |
2022.02 | 31.6 | 31.9 | 77.1 | 46.8 | 34.7 | - | - | - | - | - | - | - | - | |
2026.03 | - | - | - | - | 13.9 | 2.35 | - | - | - | - | - | - | - | |
2026.03 | - | - | - | - | 17.1 | 2.31 | - | - | - | - | - | - | - | |
2026.03 | - | - | - | - | 15.4 | 2.22 | - | - | - | - | 0.624 | - | - | |
2026.03 | - | - | - | - | 25.1 | 1.74 | - | - | - | - | 0.6 | - | - | |
2026.03 | - | - | - | - | 40.2 | 1.09 | - | - | - | - | 0.604 | 15.07 | 42.35 | |
2026.03 | - | - | - | - | 41.4 | 0.81 | - | - | - | - | 0.594 | 13.8 | 27.86 | |
2026.03 | - | - | - | - | 45.2 | 0.83 | - | - | - | - | 0.561 | - | - | |
2026.03 | - | - | - | - | 45.8 | 0.74 | - | - | - | - | 0.54 | 13.4 | 35.35 | |
2026.03 | - | - | - | - | 46.6 | 0.81 | - | - | - | - | 0.556 | - | - | |
2026.03 | - | - | - | - | 46.9 | 0.73 | - | - | - | - | - | - | - | |
2026.03 | - | - | - | - | 52.3 | 0.7 | - | - | - | - | 0.52 | 12.11 | 26.38 |