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Models/ShellNet

ShellNet

Reported on 11 benchmarks across 6 tasks · 1 paper · 3 SOTA

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

Computer Vision5 results

Shape Representation Of 3D Point CloudsonModelNet40
Overall Accuracy· 2019-08-17
93.1
best: 95.3 (PointGST)
SOTA
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics arXiv:1908.06295
3D Point Cloud ClassificationonModelNet40
Overall Accuracy· 2019-08-17
93.1
best: 95.3 (PointGST)
SOTA
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics arXiv:1908.06295
3D Point Cloud ReconstructiononModelNet40
Overall Accuracy· 2019-08-17
93.1
best: 95.3 (PointGST)
SOTA
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics arXiv:1908.06295
3D Semantic SegmentationonDALES
Overall Accuracy· 2019-08-17
96.4
best: 97.8 (KPConv)
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics arXiv:1908.06295
3D Semantic SegmentationonDALES
mIoU· 2019-08-17
57.4
best: 81.1 (KPConv)
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics arXiv:1908.06295

Medical3 results

Semantic SegmentationonS3DIS
Mean IoU· 2019-08-17
66.8
best: 82.3 (Sonata + PTv3)
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics arXiv:1908.06295
Semantic SegmentationonDALES
Overall Accuracy· 2019-08-17
96.4
best: 97.8 (KPConv)
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics arXiv:1908.06295
Semantic SegmentationonDALES
mIoU· 2019-08-17
57.4
best: 81.1 (KPConv)
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics arXiv:1908.06295

Audio3 results

10-shot image generationonS3DIS
Mean IoU· 2019-08-17
66.8
best: 82.3 (Sonata + PTv3)
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics arXiv:1908.06295
10-shot image generationonDALES
Overall Accuracy· 2019-08-17
96.4
best: 97.8 (KPConv)
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics arXiv:1908.06295
10-shot image generationonDALES
mIoU· 2019-08-17
57.4
best: 81.1 (KPConv)
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics arXiv:1908.06295