3 papers
cs.CV2018
Neural Networks with Activation Networks
Jinhyeok Jang, Jaehong Kim, Jaeyeon Lee +1
This work presents an adaptive activation method for neural networks that exploits the interdependency of features. Each pixel, node, and layer is assigned with a polynomial activa…
cs.CV2018
Efficient architecture for deep neural networks with heterogeneous sensitivity
Hyunjoong Cho, Jinhyeok Jang, Chanhyeok Lee +1
This work presents a neural network that consists of nodes with heterogeneous sensitivity. Each node in a network is assigned a variable that determines the sensitivity with which…
cs.LG2018
Deep Asymmetric Networks with a Set of Node-wise Variant Activation Functions
Jinhyeok Jang, Hyunjoong Cho, Jaehong Kim +2
This work presents deep asymmetric networks with a set of node-wise variant activation functions. The nodes' sensitivities are affected by activation function selections such that…