Point cloud classification on ModelNet10
96.7AccuracyPointAugment
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PointAugmentBackbone=DGCNN2021.01 | 96.7 | — | — | |
| PointCutMix-RBackbone=PointNet++2021.01 | 96.3 | — | — | |
| PointAugmentBackbone=RS-CNN2021.01 | 96 | — | — | |
| PointAugmentBackbone=PointNet++2021.01 | 95.8 | — | — | |
| PointCutMix-RBackbone=RS-CNN2021.01 | 95.7 | — | — | |
| PointCutMix-KBackbone=PointNet++2021.01 | 95.7 | — | — | |
| PointCutMix-KBackbone=DGCNN2021.01 | 95.7 | — | — | |
| PointCutMix-KBackbone=RS-CNN2021.01 | 95.6 | — | — | |
| PointCutMix-RBackbone=DGCNN2021.01 | 95.2 | — | — | |
| baselineBackbone=DGCNN2021.01 | 94.8 | — | — | |
| baselineBackbone=RS-CNN2021.01 | 94.2 | — | — | |
| baselineBackbone=PointNet++2021.01 | 93.3 | — | — | |
| GraphSAGEInput representation=kNN graph2026.05 | 89.59 | — | — | |
| PointNetInput representation=Directly on point set2026.05 | 88.93 | — | — | |
| TopoU-NetStructure=rank-0/1/2 complex, Path=0→1→2→1→02026.05 | 88.55 | — | — | |
| SRRMn=10002026.03 | 85.7 | 545.8 | — | |
| SRRMn=20002026.03 | 85.5 | 1,181.5 | — | |
| BSPn=20002026.03 | 85.2 | 2,427.5 | — | |
| BSPn=5002026.03 | 84.8 | 512.7 | — | |
| SRRMn=5002026.03 | 84.7 | 250.9 | — | |
| BSPn=10002026.03 | 84.6 | 1,102.7 | — | |
| Sinkhornn=5002026.03 | 84.5 | 2,255.5 | — | |
| Sinkhornn=2002026.03 | 83 | 639.6 | — | |
| BSPn=2002026.03 | 82.9 | 184.8 | — | |
| SRRMn=2002026.03 | 82.6 | 92.9 | — | |
| HCPn=20002026.03 | 82.6 | 240.3 | — | |
| TransformerFLOPs=95,683,468, Peak GPU Mem [MB]=6,221.1 ± 8.32025.10 | 82.56 | — | — | |
| HCPn=10002026.03 | 82 | 120.6 | — | |
| HCPn=5002026.03 | 81.8 | 51.9 | — | |
| Sinkhornn=1002026.03 | 81.4 | 308.4 | — | |
| SRRMn=1002026.03 | 80.4 | 41.6 | — | |
| SAL-TFLOPs=5,047,180, Peak GPU Mem [MB]=454.6 ± 3.1, Sorting=Morton codes2025.10 | 80.1 | — | — | |
| BSPn=1002026.03 | 78.9 | 83.8 | — | |
| HCPn=2002026.03 | 78.8 | 17.9 | — | |
| LinformerFLOPs=3,769,228, Peak GPU Mem [MB]=397.8 ± 27.1, Sorting=Morton codes2025.10 | 77.86 | — | — | |
| SWn=20002026.03 | 77.4 | 1,653.4 | — | |
| GSW(Poly5)n=10002026.03 | 77 | 2,334.6 | — | |
| MMDn=2002026.03 | 76.9 | 655.5 | — | |
| SWn=10002026.03 | 76.7 | 764.5 | — | |
| SWn=5002026.03 | 76.2 | 365 | — | |
| GSW(Poly5)n=5002026.03 | 75.9 | 1,541.9 | — | |
| HCPn=1002026.03 | 73.6 | 10.2 | — | |
| SWn=2002026.03 | 73.1 | 159.7 | — | |
| GSW(Poly5)n=2002026.03 | 72.9 | 986.2 | — | |
| SWn=1002026.03 | 70.3 | 94.9 | — | |
| GSW(Poly5)n=1002026.03 | 70.1 | 782.8 | — | |
| MMDn=1002026.03 | 68.8 | 126.9 | — | |
| SAL-TFLOPs=5,047,180, Peak GPU Mem [MB]=454.6 ± 3.1, Sorting=unsorted2025.10 | 68.79 | — | — | |
| CLIP2PointZero-shot=True, Pre-training=Yes2022.10 | 66.63 | — | — | |
| LinformerFLOPs=3,769,228, Peak GPU Mem [MB]=397.8 ± 27.1, Sorting=unsorted2025.10 | 60.72 | — | — | |
| CLIP2PointZero-shot=True, Pre-training=No2022.10 | 30.51 | — | — | |
| PointCLIPZero-shot=True2022.10 | 30.23 | — | — |