Point Cloud Classification on ModelNet10 (test)
95.4AccuracyPC-GAN (CD)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PC-GAN (CD)evaluation_protocol=linear SVM classification2021.03 | 95.4 | — | — | |
| PC-GAN (EMD)evaluation_protocol=linear SVM classification2021.03 | 95.4 | — | — | |
| Diffusion Probabilistic Models for 3D Point Cloud Generationevaluation_protocol=linear SVM classification2021.03 | 94.2 | — | — | |
| PointFlowevaluation_protocol=linear SVM classification2021.03 | 93.7 | — | — | |
| PointCNN2019.03 | 93.28 | — | — | |
| SplineCNN2019.03 | 92.65 | — | — | |
| EdgeCNN2019.03 | 92.62 | — | — | |
| PointNet++2019.03 | 92.51 | — | — | |
| PointNet++Scheme=Clean2024.10 | 92.11 | — | — | |
| MPNN2019.03 | 92.07 | — | — | |
| AtlasNetevaluation_protocol=linear SVM classification2021.03 | 91.9 | — | — | |
| CurveNetScheme=Clean2024.10 | 91.88 | — | — | |
| DGCNNScheme=Clean2024.10 | 91.81 | — | — | |
| PointConvScheme=Clean2024.10 | 91.26 | — | — | |
| PointMLPScheme=Clean2024.10 | 91.07 | — | — | |
| ShapeGFevaluation_protocol=linear SVM classification2021.03 | 90.2 | — | — | |
| PCTScheme=Clean2024.10 | 90.18 | — | — | |
| PointNetScheme=Clean2024.10 | 89.85 | — | — | |
| SimpleViewScheme=Clean2024.10 | 89.52 | — | — | |
| 3DGCNScheme=Clean2024.10 | 88.51 | — | — | |
| PointCNNScheme=Clean2024.10 | 87.99 | — | — | |
| RIConv++Scheme=Clean2024.10 | 87.9 | — | — | |
| RIConv++Scheme=UMT(k=1)2024.10 | 86.72 | — | — | |
| PointNNScheme=Clean2024.10 | 83.22 | — | — | |
| SimpleViewScheme=UMT(k=1)2024.10 | 45.31 | — | — | |
| PointNetScheme=UMT(k=1)2024.10 | 40.64 | — | — | |
| CurveNetScheme=UMT(k=1)2024.10 | 39.78 | — | — | |
| 3DGCNScheme=UMT(k=3)2024.10 | 36.19 | — | — | |
| PointNNScheme=UMT(k=1)2024.10 | 34.47 | — | — | |
| 3DGCNScheme=UMT(k=4)2024.10 | 34.28 | — | — | |
| PointConvScheme=UMT(k=1)2024.10 | 33.64 | — | — | |
| PointMLPScheme=UMT(k=1)2024.10 | 32.85 | — | — | |
| PointCNNScheme=UMT(k=1)2024.10 | 32.82 | — | — | |
| 3DGCNScheme=UMT(k=2)2024.10 | 32.79 | — | — | |
| PointMLPScheme=UMT(k=3)2024.10 | 32.21 | — | — | |
| SimpleViewScheme=UMT(k=3)2024.10 | 32.12 | — | — | |
| PointNNScheme=UMT(k=2)2024.10 | 31.94 | — | — | |
| PCTScheme=UMT(k=1)2024.10 | 31.58 | — | — | |
| PointNNScheme=UMT(k=3)2024.10 | 30.54 | — | — | |
| PCTScheme=UMT(k=3)2024.10 | 29.43 | — | — | |
| DGCNNScheme=UMT(k=3)2024.10 | 29.16 | — | — | |
| PointNet++Scheme=UMT(k=1)2024.10 | 28.73 | — | — | |
| 3DGCNScheme=UMT(k=1)2024.10 | 28.01 | — | — | |
| DGCNNScheme=UMT(k=1)2024.10 | 27.41 | — | — | |
| PointCNNScheme=UMT(k=3)2024.10 | 27.03 | — | — | |
| PointMLPScheme=UMT(k=4)2024.10 | 26.65 | — | — | |
| RIConv++Scheme=UMT(k=4)2024.10 | 26.41 | — | — | |
| PointNet++Scheme=UMT(k=2)2024.10 | 26.36 | — | — | |
| PointNNScheme=UMT(k=4)2024.10 | 25.59 | — | — | |
| CurveNetScheme=UMT(k=3)2024.10 | 25.51 | — | — | |
| PointMLPScheme=UMT(k=2)2024.10 | 25.41 | — | — | |
| CurveNetScheme=UMT(k=2)2024.10 | 25.04 | — | — | |
| SimpleViewScheme=UMT(k=4)2024.10 | 24.12 | — | — | |
| PointNet++Scheme=UMT(k=3)2024.10 | 23.81 | — | — | |
| CurveNetScheme=UMT(k=4)2024.10 | 23.46 | — | — | |
| PointNetScheme=UMT(k=3)2024.10 | 22.84 | — | — | |
| SimpleViewScheme=UMT(k=2)2024.10 | 22.75 | — | — | |
| PointCNNScheme=UMT(k=2)2024.10 | 21.97 | — | — | |
| PointConvScheme=UMT(k=4)2024.10 | 21.66 | — | — | |
| PointNetScheme=UMT(k=2)2024.10 | 21.18 | — | — | |
| PointConvScheme=UMT(k=2)2024.10 | 20.84 | — | — | |
| PointNet++Scheme=UMT(k=4)2024.10 | 20.56 | — | — | |
| PointCNNScheme=UMT(k=4)2024.10 | 20.52 | — | — | |
| PCTScheme=UMT(k=4)2024.10 | 20.29 | — | — | |
| RIConv++Scheme=UMT(k=3)2024.10 | 19.94 | — | — | |
| PCTScheme=UMT(k=2)2024.10 | 19.72 | — | — | |
| DGCNNScheme=UMT(k=2)2024.10 | 18.84 | — | — | |
| PointNetScheme=UMT(k=4)2024.10 | 18.83 | — | — | |
| PointConvScheme=UMT(k=3)2024.10 | 18.49 | — | — | |
| RIConv++Scheme=UMT(k=2)2024.10 | 16.53 | — | — | |
| DGCNNScheme=UMT(k=4)2024.10 | 15.92 | — | — | |
| Focal Lossalpha=0.25, gamma=2, Imbalance factor=1:1002022.08 | — | 82.09 | 80.74 | |
| Focal Lossalpha=0.25, gamma=2, Imbalance factor=4:1002022.08 | — | 87.17 | 86.39 | |
| Focal Lossalpha=0.25, gamma=2, Imbalance factor=8:1002022.08 | — | 87.44 | 87.49 | |
| Focal Lossalpha=0.25, gamma=2, Imbalance factor=10:1002022.08 | — | 87.67 | 87.11 | |
| LDAM-DRWImbalance factor=1:1002022.08 | — | 79.91 | 77.56 | |
| LDAM-DRWImbalance factor=4:1002022.08 | — | 80.07 | 78.19 | |
| LDAM-DRWImbalance factor=8:1002022.08 | — | 80.35 | 77.65 | |
| LDAM-DRWImbalance factor=10:1002022.08 | — | 80.13 | 77.61 | |
| Logit Adjustmenttau=1, Imbalance factor=1:1002022.08 | — | 82.81 | 81.86 | |
| Logit Adjustmenttau=1, Imbalance factor=4:1002022.08 | — | 84.88 | 84.39 | |
| Logit Adjustmenttau=1, Imbalance factor=8:1002022.08 | — | 86.77 | 86.28 | |
| Logit Adjustmenttau=1, Imbalance factor=10:1002022.08 | — | 87.56 | 87.13 | |
| Optimal Transport Re-weighting (Weight vector)Imbalance factor=1:1002022.08 | — | 83.71 | 81.97 | |
| Optimal Transport Re-weighting (Weight vector)Imbalance factor=4:1002022.08 | — | 85.15 | 83.8 | |
| Optimal Transport Re-weighting (Weight vector)Imbalance factor=8:1002022.08 | — | 89.73 | 89.09 | |
| Optimal Transport Re-weighting (Weight vector)Imbalance factor=10:1002022.08 | — | 90.4 | 90.16 | |
| Pointnet++ BaselineImbalance factor=1:1002022.08 | — | 81.75 | 80.59 | |
| Pointnet++ BaselineImbalance factor=4:1002022.08 | — | 82.53 | 81.42 | |
| Pointnet++ BaselineImbalance factor=8:1002022.08 | — | 88.67 | 88.28 | |
| Pointnet++ BaselineImbalance factor=10:1002022.08 | — | 87.95 | 87.58 |