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cs.DC2019★ 2 cited
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…
cs.DC2017
Optimizing Memory Efficiency for Convolution Kernels on Kepler GPUs
Xiaoming Chen, Jianxu Chen, Danny Z. Chen +1
Convolution is a fundamental operation in many applications, such as computer vision, natural language processing, image processing, etc. Recent successes of convolutional neural n…