LB-CNN: An Open Source Framework for Fast Training of Light Binary Convolutional Neural Networks using Chainer and Cupy

1 code implementation • 25 Jun 2021 • Radu Dogaru, Ioana Dogaru

The main ingredient in accelerating the optimization of our model, particularly the selection of binary convolution kernels, is the Chainer/Cupy machine learning library offering significant speed-ups for training the output layer as an extreme-learning machine.

Face Recognition

NL-CNN: A Resources-Constrained Deep Learning Model based on Nonlinear Convolution

1 code implementation • 30 Jan 2021 • Radu Dogaru, Ioana Dogaru

A novel convolution neural network model, abbreviated NL-CNN is proposed, where nonlinear convolution is emulated in a cascade of convolution + nonlinearity layers.