Communication Lower Bound in Convolution Accelerators

Xiaoming Chen, Yinhe Han, Yu Wang

In current convolutional neural network (CNN) accelerators, communication (i.e., memory access) dominates the energy consumption. This work provides comprehensive analysis and meth…