Kernel-based Translations of Convolutional Networks

19 Mar 2019Corinne JonesVincent RouletZaid Harchaoui

Convolutional Neural Networks, as most artificial neural networks, are commonly viewed as methods different in essence from kernel-based methods. We provide a systematic translation of Convolutional Neural Networks (ConvNets) into their kernel-based counterparts, Convolutional Kernel Networks (CKNs), and demonstrate that this perception is unfounded both formally and empirically... (read more)

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