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Models/Spherical Kernel

Spherical Kernel

Reported on 10 benchmarks across 8 tasks · 1 paper

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

Computer Vision4 results

Shape Representation Of 3D Point CloudsonModelNet40
Classification Accuracy· 2019-09-20
89.3
best: 93.6 (Ours)
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds arXiv:1909.09287
3D Object ClassificationonModelNet40
Classification Accuracy· 2019-09-20
89.3
best: 93.6 (Ours)
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds arXiv:1909.09287
3D Point Cloud ClassificationonModelNet40
Classification Accuracy· 2019-09-20
89.3
best: 93.6 (Ours)
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds arXiv:1909.09287
3D Point Cloud ReconstructiononModelNet40
Classification Accuracy· 2019-09-20
89.3
best: 93.6 (Ours)
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds arXiv:1909.09287

Medical3 results

Semantic SegmentationonShapeNet-Part
Class Average IoU· 2019-09-20
84.9
best: 87.7 (Feature Geometric Net (FG-Net))
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds arXiv:1909.09287
Semantic SegmentationonShapeNet-Part
Instance Average IoU· 2019-09-20
86.8
best: 89.1 (GeomGCNN)
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds arXiv:1909.09287
3D ClassificationonModelNet40
Classification Accuracy· 2019-09-20
89.3
best: 93.6 (Ours)
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds arXiv:1909.09287

Audio2 results

10-shot image generationonShapeNet-Part
Class Average IoU· 2019-09-20
84.9
best: 87.7 (Feature Geometric Net (FG-Net))
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds arXiv:1909.09287
10-shot image generationonShapeNet-Part
Instance Average IoU· 2019-09-20
86.8
best: 89.1 (GeomGCNN)
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds arXiv:1909.09287

Methodology1 result

3DonModelNet40
Classification Accuracy· 2019-09-20
89.3
best: 93.6 (Ours)
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds arXiv:1909.09287