Shape Part Segmentation on ShapeNet Parts 44 (test)
86.6mIoU (Instance)PT
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PTFeature Type=Global Feature2021.11 | 86.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PCTFeature Type=Global Feature2021.11 | 86.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RS-CNNFeature Type=Global-Local Feature2021.11 | 86.2 | 84 | 83.5 | 84.8 | 88.8 | 79.6 | 91.2 | 81.1 | 91.6 | 88.4 | 86 | 96 | 73.7 | 94.1 | 83.4 | 60.5 | 77.7 | 80.8 | |
| PAConvFeature Type=Local Feature2021.11 | 86 | 84.2 | 84.3 | 85 | 89 | 81.2 | 91.9 | 71.5 | 91.3 | 88.1 | 86.3 | 95.8 | 64.6 | 95.8 | 83.6 | 62.2 | 77.6 | 73.7 | |
| PAConvFeature Type=Local Feature, re-implemented=true2021.11 | 85.8 | 83.8 | 83.9 | 87.4 | 88.5 | 79 | 90.4 | 77.1 | 91.9 | 87.8 | 81.6 | 95.9 | 73 | 94.7 | 84.1 | 59.9 | 81.8 | 83.8 | |
| DSPointFeature Type=Global-Local Feature2021.11 | 85.8 | 83.9 | 84.1 | 84.6 | 88.2 | 79.2 | 90.3 | 77.9 | 91.7 | 88.1 | 81.6 | 95.9 | 72.6 | 94.9 | 84.4 | 64.4 | 83.6 | 83.9 | |
| DGCNNFeature Type=Local Feature2021.11 | 85.2 | 82.3 | 84 | 83.4 | 86.7 | 77.8 | 90.6 | 74.7 | 91.2 | 87.5 | 82.8 | 95.7 | 66.3 | 94.9 | 81.1 | 63.5 | 74.5 | 82.6 | |
| P2SequenceFeature Type=Local Feature2021.11 | 85.2 | — | 82.6 | 81.8 | 87.5 | 77.3 | 90.8 | 77.1 | 91.1 | 86.9 | 83.9 | 95.7 | 70.8 | 94.6 | 79.3 | 58.1 | 75.2 | 82.8 | |
| PointNet++Feature Type=Local Feature2021.11 | 85.1 | 81.9 | 82.4 | 79 | 87.7 | 77.3 | 90.8 | 71.8 | 91 | 85.9 | 83.7 | 95.3 | 71.6 | 94.1 | 81.3 | 58.7 | 76.4 | 82.6 | |
| SO-NetFeature Type=Local Feature2021.11 | 84.6 | — | 81.9 | 83.5 | 84.8 | 78.1 | 90.8 | 72.2 | 90.1 | 83.6 | 82.3 | 95.2 | 69.3 | 94.2 | 80 | 51.6 | 72.1 | 82.6 | |
| PointNetFeature Type=Local Feature2021.11 | 83.7 | 80.4 | 83.4 | 78.7 | 82.5 | 74.9 | 89.6 | 73 | 91.5 | 85.9 | 80.8 | 95.3 | 65.2 | 93 | 81.2 | 57.9 | 72.8 | 80.6 |