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Statistical Analysis of the Impact of Quaternion Components in Convolutional Neural Networks

Statistical Analysis of the Impact of Quaternion Components in Convolutional Neural Networks

In recent years, several models using Quaternion-Valued Convolutional Neural Networks (QCNNs) for different problems have been proposed. Although the definition of the quaternion convolution layer is the same, there are different adaptations of other atomic components to the quaternion domain, e.g., pooling layers, activation functions, fully connected layers, etc. However, …