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What is Fully Complex-valued Convolutional Networks about?

The paper introduces Fully Complex-valued Convolutional Networks (FCCNs), which address the limitations of existing complex-valued convolutional neural networks (iCNNs) by utilizing a novel complex-valued color model (iHSV) and a complex-valued loss function. FCCNs maintain an end-to-end flow of complex-valued information by employing complex-valued operations throughout the network, including the transformation of fully-connected layers into convolutional layers. Experimental results demonstrate that FCCNs

Author

Gowthaman Srinivasan

Language

EN