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Models/DeltaConv

DeltaConv

Reported on 9 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Computer Vision9 results

  • Shape Representation Of 3D Point CloudsonScanObjectNN
    Overall Accuracy· 2021-11-16
    84.7
    best: 97.2 (OmniVec2)
    SOTA
    DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point CloudsarXiv:2111.08799
  • Shape Representation Of 3D Point CloudsonModelNet40
    Mean class accuracy· 2021-11-16
    91.2
    SOTA
    DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point CloudsarXiv:2111.08799
  • 3D Point Cloud ClassificationonScanObjectNN
    Overall Accuracy· 2021-11-16
    84.7
    best: 97.2 (OmniVec2)
    SOTA
    DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point CloudsarXiv:2111.08799
  • 3D Point Cloud ClassificationonModelNet40
    Mean class accuracy· 2021-11-16
    91.2
    SOTA
    DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point CloudsarXiv:2111.08799
  • 3D Point Cloud ReconstructiononScanObjectNN
    Overall Accuracy· 2021-11-16
    84.7
    best: 97.2 (OmniVec2)
    SOTA
    DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point CloudsarXiv:2111.08799
  • 3D Point Cloud ReconstructiononModelNet40
    Mean class accuracy· 2021-11-16
    91.2
    SOTA
    DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point CloudsarXiv:2111.08799
  • Shape Representation Of 3D Point CloudsonModelNet40
    Overall Accuracy· 2021-11-16
    93.8
    best: 95.3 (PointGST)
    DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point CloudsarXiv:2111.08799
  • 3D Point Cloud ClassificationonModelNet40
    Overall Accuracy· 2021-11-16
    93.8
    best: 95.3 (PointGST)
    DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point CloudsarXiv:2111.08799
  • 3D Point Cloud ReconstructiononModelNet40
    Overall Accuracy· 2021-11-16
    93.8
    best: 95.3 (PointGST)
    DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point CloudsarXiv:2111.08799