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Point Cloud & 3D

Geometric deep learning on point clouds and meshes.

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  • Point cloud classification with DGCNN

    Classify 3D shapes from point clouds.

    GeometricShapes · DynamicEdgeConv · MLP

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  • Point cloud classification with Point Transformer

    Classify 3D shapes from point clouds.

    GeometricShapes · PointTransformerConv · MLP

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  • Point cloud classification with PointNet++

    Classify 3D shapes from point clouds.

    GeometricShapes · PointNetConv · MLP

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  • Point cloud classification with RandLA-Net

    Classify 3D shapes from point clouds.

    GeometricShapes · MaxAggregation · MessagePassing

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  • Point cloud segmentation with DGCNN

    Label every point of a point cloud.

    ShapeScenes · DynamicEdgeConv · MLP

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  • Point cloud segmentation with Point Transformer

    Label every point of a point cloud.

    ShapeScenes · PointTransformerConv · MLP

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  • Point cloud segmentation with PointNet++

    Label every point of a point cloud.

    ShapeScenes · PointNetConv · MLP

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  • Point cloud segmentation with RandLA-Net

    Label every point of a point cloud.

    ShapeScenes · MessagePassing · MLP

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  • Shape correspondence with SplineCNN

    Find which vertex of a reference mesh every vertex of a deformed mesh corresponds to, i.e. classify every vertex into one of 507 classes.

    MeshCorrespondence · SplineConv

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