13 citations · 13 across the 3 of their papers we have counts for
3 papers
Theory and Implementation of Complex-Valued Neural Networks
Jose Agustin Barrachina, Chengfang Ren, Gilles Vieillard +2
This work explains in detail the theory behind Complex-Valued Neural Network (CVNN), including Wirtinger calculus, complex backpropagation, and basic modules such as complex layers…
Impact of PolSAR pre-processing and balancing methods on complex-valued neural networks segmentation tasks
José Agustin Barrachina, Chengfang Ren, Christèle Morisseau +2
In this paper, we investigated the semantic segmentation of Polarimetric Synthetic Aperture Radar (PolSAR) using Complex-Valued Neural Network (CVNN). Although the coherency matrix…
Complex-Valued vs. Real-Valued Neural Networks for Classification Perspectives: An Example on Non-Circular Data
Jose Agustin Barrachina, Chenfang Ren, Christele Morisseau +2
The contributions of this paper are twofold. First, we show the potential interest of Complex-Valued Neural Network (CVNN) on classification tasks for complex-valued datasets. To h…