2 papers
cs.LG2019
A Channel-Pruned and Weight-Binarized Convolutional Neural Network for Keyword Spotting
Jiancheng Lyu, Spencer Sheen
We study channel number reduction in combination with weight binarization (1-bit weight precision) to trim a convolutional neural network for a keyword spotting (classification) ta…
cs.LG2018
Median Binary-Connect Method and a Binary Convolutional Neural Nework for Word Recognition
Spencer Sheen, Jiancheng Lyu
We propose and study a new projection formula for training binary weight convolutional neural networks. The projection formula measures the error in approximating a full precision…