Fine-grained Semantic Segmentation on PartNet 1.0 (test)
76.8Shape mIoU: AvgPointNet++
Evaluation results
| Method | Links | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PointNet++Segmentation Level=coarse (1)2018.12 | 76.8 | 72.7 | 54.7 | 85.8 | 78.5 | 84.5 | 74.1 | 81.9 | 90.7 | 73.5 | 77.8 | 73.6 | 64.2 | 62.5 | 75 | 65.5 | 96.6 | 80.3 | 90.9 | 72.1 | 87.5 | 61.2 | 86.7 | 71.5 | 81.4 | |
| PointCNNSegmentation Level=coarse (1)2018.12 | 75.5 | 72 | 55.3 | 83.6 | 75 | 83.9 | 65.6 | 81.8 | 91.9 | 68.1 | 74.5 | 71.1 | 66.8 | 70.4 | 68.1 | 55.6 | 97.1 | 83.1 | 92.7 | 78.9 | 92.6 | 58.8 | 85.5 | 67.7 | 71.8 | |
| SpiderCNNSegmentation Level=coarse (1)2018.12 | 73.9 | 72.9 | 55.9 | 86.1 | 83.4 | 83.8 | 72.1 | 73.3 | 90.4 | 60.4 | 70.6 | 71.5 | 71.6 | 64.6 | 42.1 | 59.1 | 97.1 | 78.6 | 91.6 | 68.7 | 77 | 64.2 | 83.8 | 74.4 | 79.5 | |
| PointNetSegmentation Level=coarse (1)2018.12 | 71.8 | 59.3 | 39.6 | 81 | 78.5 | 81.8 | 67.1 | 78.9 | 88.2 | 71.1 | 68 | 67.5 | 58.5 | 65.6 | 66.5 | 46.5 | 96.5 | 75 | 84.2 | 79.6 | 86.5 | 55.9 | 85.6 | 66.7 | 76.3 | |
| PointNet++Segmentation Level=middle (2)2018.12 | 54.7 | — | 34.8 | — | 54.9 | — | 60.6 | — | 57 | — | — | — | — | — | — | 56.8 | — | 63 | — | 58.4 | — | 52.9 | 53.6 | — | — | |
| PointNet++Segmentation Level=fine-grained (3)2018.12 | 53.4 | — | 25.1 | 61 | 49.6 | 46.1 | 52.5 | 81 | 48 | 56.1 | 60.4 | — | — | — | 49.1 | 46 | — | 54.3 | — | 50.7 | — | 50.6 | 47 | 54.7 | 75.1 | |
| SpiderCNNSegmentation Level=middle (2)2018.12 | 53.3 | — | 37.8 | — | 53.6 | — | 65.3 | — | 55 | — | — | — | — | — | — | 41.4 | — | 62.1 | — | 62.6 | — | 49.8 | 51.7 | — | — | |
| PointCNNSegmentation Level=middle (2)2018.12 | 52.1 | — | 36.6 | — | 52.9 | — | 63.1 | — | 54.9 | — | — | — | — | — | — | 42.4 | — | 64.1 | — | 57.7 | — | 54.4 | 42.7 | — | — | |
| PointNetSegmentation Level=middle (2)2018.12 | 50.1 | — | — | — | 52.4 | — | 60 | — | 47.1 | — | — | — | — | — | — | 43.5 | — | 64.3 | — | 63.9 | — | 48.8 | 50 | — | — | |
| PointCNNSegmentation Level=fine-grained (3)2018.12 | 49.6 | — | 29.1 | 58.7 | 47.7 | 36.2 | 55.3 | 81.5 | 40.4 | 55.8 | 60.7 | — | — | — | 26.4 | 34.4 | — | 58.7 | — | 50.8 | — | 52.3 | 37.4 | 50.8 | 67 | |
| PointNetSegmentation Level=fine-grained (3)2018.12 | 48.2 | — | 21.3 | 13 | 55.3 | 44.8 | 37.8 | 52.4 | 55.2 | 79 | 38.8 | 47.5 | 55.5 | — | 40 | 34.7 | — | — | 54.5 | — | 53.2 | — | 47.4 | 42.5 | 46.4 | |
| SpiderCNNSegmentation Level=fine-grained (3)2018.12 | 48 | — | 27.2 | 52.8 | 44.7 | 44.2 | 51.1 | 77.2 | 40.7 | 47.5 | 53.7 | — | — | — | 27.3 | 35.7 | — | 54.4 | — | 52.4 | — | 53.1 | 43.3 | 48 | 62.3 |