3D Point Cloud Classification on ModelNet40 (BA, ASR, CD)
91.05Balanced Accuracy (BA)PointBA-I
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PointBA-IBackbone=DGCNN2025.03 | 91.05 | 100 | 4.08 | |
| CleanBackbone=PointNet++2025.03 | 90.8 | — | — | |
| IRBABackbone=PointNet++2025.03 | 90.4 | 98.26 | 18.54 | |
| PointBA-IBackbone=PointNet++2025.03 | 90.36 | 98.87 | 4.08 | |
| CleanBackbone=DGCNN2025.03 | 89.75 | — | — | |
| SPBABackbone=DGCNN2025.03 | 89.75 | 97.61 | 0.69 | |
| PointBA-IBackbone=PointNet2025.03 | 89.67 | 99.03 | 4.08 | |
| PointBA-OBackbone=DGCNN2025.03 | 89.67 | 95.02 | 5.31 | |
| IBAPCBackbone=PointNet++2025.03 | 89.67 | 95.58 | 0.68 | |
| PointBA-OBackbone=PointNet++2025.03 | 89.55 | 96.68 | 5.31 | |
| IRBABackbone=DGCNN2025.03 | 89.55 | 92.38 | 18.54 | |
| SPBABackbone=PointNet++2025.03 | 89.42 | 97.97 | 0.11 | |
| CleanBackbone=PointNext2025.03 | 89.22 | — | — | |
| CleanBackbone=PointNet2025.03 | 89.14 | — | — | |
| PointBA-OBackbone=PointNext2025.03 | 88.94 | 96.31 | 5.31 | |
| SPBABackbone=PointNet2025.03 | 88.9 | 97.89 | 2.6 | |
| IBAPCBackbone=PointNext2025.03 | 88.7 | 96.6 | 1.48 | |
| SPBABackbone=PointNext2025.03 | 88.62 | 96.85 | 0.92 | |
| IRBABackbone=PointNext2025.03 | 88.41 | 92.46 | 18.54 | |
| IRBABackbone=PointNet2025.03 | 88.25 | 93.27 | 18.54 | |
| IBAPCBackbone=DGCNN2025.03 | 88.24 | 95.44 | 0.87 | |
| PointBA-IBackbone=PointNext2025.03 | 88.21 | 95.83 | 4.08 | |
| IBAPCBackbone=PointNet2025.03 | 88.21 | 91.57 | 3.04 | |
| PointBA-OBackbone=PointNet2025.03 | 88.17 | 94.77 | 5.31 |