249 citations · 1.2k across the 77 of their papers we have counts for
3 papers · 1 filter
Exploiting Heterogeneity in Operational Neural Networks by Synaptic Plasticity
Serkan Kiranyaz, Junaid Malik, Habib Ben Abdallah +3
The recently proposed network model, Operational Neural Networks (ONNs), can generalize the conventional Convolutional Neural Networks (CNNs) that are homogenous only with a linear…
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…