3D Shape Completion on ShapeNet synthetic objects (unseen categories)
3.02Average CDDinoComplete
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DinoCompleteCategory=Bench2026.05 | 3.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.1 | |
| DinoCompleteCategory=Bathtub2026.05 | 3.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.3 | |
| DinoCompleteCategory=Laptop2026.05 | 3.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.6 | |
| Diff-CompleteCategory=Bathtub2026.05 | 3.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.9 | |
| Diff-CompleteCategory=Laptop2026.05 | 3.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.4 | |
| Diff-CompleteCategory=Bench2026.05 | 3.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.2 | |
| DinoCompleteCategory=Average2026.05 | 3.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.1 | |
| Patch-CompleteCategory=Bench2026.05 | 3.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.9 | |
| Patch-CompleteCategory=Laptop2026.05 | 3.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.8 | |
| DinoCompleteCategory=Lamp2026.05 | 3.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.3 | |
| Patch-CompleteCategory=Bathtub2026.05 | 3.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.3 | |
| DinoCompleteCategory=Bag2026.05 | 3.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.9 | |
| Diff-CompleteCategory=Bag2026.05 | 3.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.3 | |
| 3D-EPNCategory=Laptop2026.05 | 3.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62 | |
| DinoCompleteCategory=Bed2026.05 | 3.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.6 | |
| Patch-CompleteCategory=Bag2026.05 | 3.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.6 | |
| DinoCompleteCategory=Basket2026.05 | 3.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.9 | |
| BridgeShape2025.06 | 4.06 | 3.7 | 80 | 4.94 | 62.7 | 3.41 | 69.8 | 4.32 | 69.6 | 5.5 | 65.1 | 4.09 | 81.4 | 3.13 | 72.7 | 3.38 | 59.1 | 70.1 | |
| DiffComplete2025.06 | 4.1 | 3.86 | 78.3 | 4.8 | 57.9 | 3.52 | 68.9 | 4.16 | 67.1 | 4.94 | 65.5 | 4.4 | 76.8 | 3.52 | 67.4 | 3.56 | 58.2 | 67.5 | |
| Diff-CompleteCategory=Average2026.05 | 4.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.5 | |
| Diff-CompleteCategory=Bed2026.05 | 4.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.1 | |
| DinoCompleteCategory=Printer2026.05 | 4.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.2 | |
| 3D-EPNCategory=Bathtub2026.05 | 4.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57.9 | |
| PatchComplete2025.06 | 4.27 | 3.94 | 77.6 | 4.68 | 56.4 | 3.78 | 66.3 | 4.49 | 66.8 | 5.15 | 61 | 4.63 | 77.6 | 3.77 | 63.8 | 3.7 | 53.9 | 65.4 | |
| Patch-CompleteCategory=Average2026.05 | 4.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.4 | |
| Auto-SDFCategory=Bench2026.05 | 4.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.5 | |
| Diff-CompleteCategory=Printer2026.05 | 4.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.8 | |
| IF-NetsCategory=Basket2026.05 | 4.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.2 | |
| Patch-CompleteCategory=Bed2026.05 | 4.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.8 | |
| 3D-EPNCategory=Bench2026.05 | 4.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 48.3 | |
| Patch-CompleteCategory=Printer2026.05 | 4.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.6 | |
| Patch-CompleteCategory=Lamp2026.05 | 4.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.4 | |
| IF-NetsCategory=Bathtub2026.05 | 4.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 55 | |
| IF-NetsCategory=Bag2026.05 | 4.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.8 | |
| Diff-CompleteCategory=Lamp2026.05 | 4.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57.9 | |
| Auto-SDFCategory=Laptop2026.05 | 4.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 51.1 | |
| Diff-CompleteCategory=Basket2026.05 | 4.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.5 | |
| 3D-EPNCategory=Bag2026.05 | 5.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.8 | |
| IF-NetsCategory=Bench2026.05 | 5.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.7 | |
| Patch-CompleteCategory=Basket2026.05 | 5.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61 | |
| 3D-EPNCategory=Printer2026.05 | 5.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.6 | |
| Auto-SDFCategory=Bathtub2026.05 | 5.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41 | |
| ConvONet2025.06 | 5.26 | 5.1 | 70.8 | 5.42 | 52.6 | 4.96 | 60.4 | 5.42 | 63.2 | 6.16 | 54.6 | 5.56 | 72.1 | 4.78 | 57.3 | 4.69 | 49.6 | 60.1 | |
| IF-Nets2025.06 | 5.29 | 4.77 | 69.8 | 5.7 | 50.8 | 4.72 | 55 | 5.34 | 60.7 | 4.44 | 50.2 | 5.83 | 70.5 | 6.47 | 58.3 | 5.03 | 49.7 | 58.1 | |
| IF-NetsCategory=Average2026.05 | 5.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.1 | |
| IF-NetsCategory=Bed2026.05 | 5.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.7 | |
| 3D-EPN2025.06 | 5.58 | 5.01 | 73.8 | 8.07 | 47.2 | 4.21 | 57.9 | 5.84 | 58.4 | 7.9 | 54 | 5.15 | 73.6 | 3.9 | 62 | 4.54 | 48.3 | 59.4 | |
| 3D-EPNCategory=Average2026.05 | 5.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.4 | |
| IF-NetsCategory=Lamp2026.05 | 5.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.8 | |
| Auto-SDFCategory=Bag2026.05 | 5.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.3 | |
| IF-NetsCategory=Printer2026.05 | 5.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.5 | |
| 3D-EPNCategory=Bed2026.05 | 5.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.4 | |
| Auto-SDF2025.06 | 5.86 | 5.81 | 56.3 | 6.57 | 39.1 | 5.17 | 41 | 6.01 | 44.6 | 6.7 | 39.8 | 7.52 | 49.9 | 4.81 | 51.1 | 4.31 | 39.5 | 45.2 | |
| Auto-SDFCategory=Average2026.05 | 5.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.2 | |
| Auto-SDFCategory=Bed2026.05 | 6.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44.6 | |
| IF-NetsCategory=Laptop2026.05 | 6.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.3 | |
| Auto-SDFCategory=Lamp2026.05 | 6.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.1 | |
| Auto-SDFCategory=Basket2026.05 | 6.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.8 | |
| Few-ShotCategory=Bathtub2026.05 | 7.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.7 | |
| Auto-SDFCategory=Printer2026.05 | 7.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.9 | |
| 3D-EPNCategory=Basket2026.05 | 7.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 54 | |
| Few-ShotCategory=Bag2026.05 | 8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.1 | |
| 3D-EPNCategory=Lamp2026.05 | 8.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.2 | |
| Few-ShotCategory=Bench2026.05 | 8.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.2 | |
| Few-ShotCategory=Basket2026.05 | 8.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.6 | |
| Few-ShotCategory=Printer2026.05 | 9.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.7 | |
| Few-Shot2025.06 | 9.58 | 8 | 56.1 | 15.1 | 25.4 | 7.05 | 45.7 | 10 | 39.6 | 8.72 | 40.6 | 9.26 | 56.7 | 10.4 | 31.3 | 8.11 | 27.2 | 40.3 | |
| Few-ShotCategory=Average2026.05 | 9.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.3 | |
| Few-ShotCategory=Bed2026.05 | 10 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.6 | |
| Few-ShotCategory=Laptop2026.05 | 10.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 31.3 | |
| Few-ShotCategory=Lamp2026.05 | 15.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.4 |