PointGrid

Reported on 7 benchmarks across 5 tasks

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision3 results

Shape Representation Of 3D Point CloudsonModelNet40
Overall Accuracy
92
best: 95.3 (PointGST)
3D Point Cloud ClassificationonModelNet40
Overall Accuracy
92
best: 95.3 (PointGST)
3D Point Cloud ReconstructiononModelNet40
Overall Accuracy
92
best: 95.3 (PointGST)

Medical2 results

Semantic SegmentationonShapeNet-Part
Class Average IoU
82.2
best: 87.7 (Feature Geometric Net (FG-Net))
Semantic SegmentationonShapeNet-Part
Instance Average IoU
86.4
best: 89.1 (GeomGCNN)

Audio2 results

10-shot image generationonShapeNet-Part
Class Average IoU
82.2
best: 87.7 (Feature Geometric Net (FG-Net))
10-shot image generationonShapeNet-Part
Instance Average IoU
86.4
best: 89.1 (GeomGCNN)