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Go Wider: An Efficient Neural Network for Point Cloud Analysis via Group Convolutions

Go Wider: An Efficient Neural Network for Point Cloud Analysis via Group Convolutions

In order to achieve a better performance for point cloud analysis, many researchers apply deep neural networks using stacked Multi-Layer-Perceptron (MLP) convolutions over an irregular point cloud. However, applying these dense MLP convolutions over a large amount of points (e.g., autonomous driving application) leads to limitations due to the computation …