Few-shot Classification on ModelNet40 (test)
98.4Mean AccuracyMaskFeat3D
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MaskFeat3DWay=5, Shot=20, Backbone=PointNeXt2025.12 | 98.4 | — | |
| PointMAEWay=5, Shot=20, Backbone=Transformer2025.12 | 97.8 | — | |
| MaskDiscrWay=5, Shot=20, Backbone=Transformer2025.12 | 97.2 | — | |
| MaskFeat3DWay=5, Shot=10, Backbone=PointNeXt2025.12 | 97.1 | — | |
| PointBERTWay=5, Shot=20, Backbone=Transformer2025.12 | 96.3 | — | |
| PointMAEWay=5, Shot=10, Backbone=Transformer2025.12 | 96.3 | — | |
| OcCoWay=5, Shot=20, Backbone=Transformer2025.12 | 95.9 | — | |
| MaskFeat3DWay=10, Shot=20, Backbone=PointNeXt2025.12 | 95.7 | — | |
| MaskDiscrWay=5, Shot=10, Backbone=Transformer2025.12 | 95 | — | |
| PointMAEWay=10, Shot=20, Backbone=Transformer2025.12 | 95 | — | |
| CrossPointWay=5, Shot=20, Backbone=DGCNN2025.12 | 94.9 | — | |
| PointBERTWay=5, Shot=10, Backbone=Transformer2025.12 | 94.6 | — | |
| OcCoWay=5, Shot=10, Backbone=Transformer2025.12 | 94 | — | |
| MaskDiscrWay=10, Shot=20, Backbone=Transformer2025.12 | 93.4 | — | |
| MaskFeat3DWay=10, Shot=10, Backbone=PointNeXt2025.12 | 93.4 | — | |
| TransformerWay=5, Shot=20, Backbone=Transformer2025.12 | 93.3 | — | |
| PointBERTWay=10, Shot=20, Backbone=Transformer2025.12 | 92.7 | — | |
| PointMAEWay=10, Shot=10, Backbone=Transformer2025.12 | 92.6 | — | |
| OcCoWay=5, Shot=20, Backbone=DGCNN2025.12 | 92.5 | — | |
| CrossPointWay=5, Shot=10, Backbone=DGCNN2025.12 | 92.5 | — | |
| OcCoWay=10, Shot=20, Backbone=Transformer2025.12 | 92.4 | — | |
| GPSFormern-way=5-way, m-shot=20-shot2024.07 | 91.5 | — | |
| MaskDiscrWay=10, Shot=10, Backbone=Transformer2025.12 | 91.4 | — | |
| PointBERTWay=10, Shot=10, Backbone=Transformer2025.12 | 91 | — | |
| Point-NNn-way=5-way, m-shot=20-shot2024.07 | 90.9 | — | |
| OcCoWay=5, Shot=10, Backbone=DGCNN2025.12 | 90.6 | — | |
| GPSFormern-way=5-way, m-shot=10-shot2024.07 | 90.1 | — | |
| TransformerWay=10, Shot=20, Backbone=Transformer2025.12 | 89.4 | — | |
| OcCoWay=10, Shot=10, Backbone=Transformer2025.12 | 89.4 | — | |
| Point-NNn-way=5-way, m-shot=10-shot2024.07 | 88.8 | — | |
| CrossPointWay=10, Shot=20, Backbone=DGCNN2025.12 | 87.9 | — | |
| TransformerWay=5, Shot=10, Backbone=Transformer2025.12 | 87.8 | — | |
| OcCoWay=10, Shot=20, Backbone=DGCNN2025.12 | 86.5 | — | |
| GPSFormern-way=10-way, m-shot=20-shot2024.07 | 86.2 | — | |
| Point-NNn-way=10-way, m-shot=20-shot2024.07 | 84.9 | — | |
| TransformerWay=10, Shot=10, Backbone=Transformer2025.12 | 84.6 | — | |
| CrossPointWay=10, Shot=10, Backbone=DGCNN2025.12 | 83.6 | — | |
| OcCoWay=10, Shot=10, Backbone=DGCNN2025.12 | 82.9 | — | |
| GPSFormern-way=10-way, m-shot=10-shot2024.07 | 82.3 | — | |
| Point-NNn-way=10-way, m-shot=10-shot2024.07 | 79.9 | — | |
| PointCNNn-way=5-way, m-shot=20-shot2024.07 | 68.6 | — | |
| 3D-GANn-way=5-way, m-shot=20-shot2024.07 | 65.8 | — | |
| PointCNNn-way=5-way, m-shot=10-shot2024.07 | 65.4 | — | |
| PointNetn-way=5-way, m-shot=20-shot2024.07 | 57.8 | — | |
| 3D-GANn-way=5-way, m-shot=10-shot2024.07 | 55.8 | — | |
| PointNetn-way=5-way, m-shot=10-shot2024.07 | 52 | — | |
| PointCNNn-way=10-way, m-shot=20-shot2024.07 | 50 | — | |
| 3D-GANn-way=10-way, m-shot=20-shot2024.07 | 48.4 | — | |
| PointNetn-way=10-way, m-shot=10-shot2024.07 | 46.6 | — | |
| PointCNNn-way=10-way, m-shot=10-shot2024.07 | 46.6 | — | |
| PointNet++n-way=5-way, m-shot=20-shot2024.07 | 42.4 | — | |
| DGCNNn-way=5-way, m-shot=20-shot2024.07 | 40.8 | — | |
| DGCNNWay=5, Shot=20, Backbone=DGCNN2025.12 | 40.8 | — | |
| 3D-GANn-way=10-way, m-shot=10-shot2024.07 | 40.3 | — | |
| PointNet++n-way=5-way, m-shot=10-shot2024.07 | 38.5 | — | |
| FoldingNetn-way=5-way, m-shot=20-shot2024.07 | 35.8 | — | |
| PointNetn-way=10-way, m-shot=20-shot2024.07 | 35.2 | — | |
| FoldingNetn-way=5-way, m-shot=10-shot2024.07 | 33.4 | — | |
| DGCNNn-way=5-way, m-shot=10-shot2024.07 | 31.6 | — | |
| DGCNNWay=5, Shot=10, Backbone=DGCNN2025.12 | 31.6 | — | |
| PointNet++n-way=10-way, m-shot=10-shot2024.07 | 23 | — | |
| DGCNNn-way=10-way, m-shot=10-shot2024.07 | 19.9 | — | |
| DGCNNWay=10, Shot=10, Backbone=DGCNN2025.12 | 19.9 | — | |
| PointNet++n-way=10-way, m-shot=20-shot2024.07 | 18.8 | — | |
| FoldingNetn-way=10-way, m-shot=10-shot2024.07 | 18.6 | — | |
| DGCNNn-way=10-way, m-shot=20-shot2024.07 | 16.9 | — | |
| DGCNNWay=10, Shot=20, Backbone=DGCNN2025.12 | 16.9 | — | |
| FoldingNetn-way=10-way, m-shot=20-shot2024.07 | 15.4 | — |