1.4k citations · 2.6k across the 80 of their papers we have counts for
3 papers · 1 filter
Finding Better Topologies for Deep Convolutional Neural Networks by Evolution
Honglei Zhang, Serkan Kiranyaz, Moncef Gabbouj
Due to the nonlinearity of artificial neural networks, designing topologies for deep convolutional neural networks (CNN) is a challenging task and often only heuristic approach, su…
Progressive Operational Perceptron with Memory
Dat Thanh Tran, Serkan Kiranyaz, Moncef Gabbouj +1
Generalized Operational Perceptron (GOP) was proposed to generalize the linear neuron model in the traditional Multilayer Perceptron (MLP) and this model can mimic the synaptic con…
Heterogeneous Multilayer Generalized Operational Perceptron
Dat Thanh Tran, Serkan Kiranyaz, Moncef Gabbouj +1
The traditional Multilayer Perceptron (MLP) using McCulloch-Pitts neuron model is inherently limited to a set of neuronal activities, i.e., linear weighted sum followed by nonlinea…