67 citations · 196 across the 30 of their papers we have counts for
Showing 2017Show all
3 papers · 1 filter
cs.DC2017★ 8 cited
Performance Evaluation of Deep Learning Tools in Docker Containers
Pengfei Xu, Shaohuai Shi, Xiaowen Chu
With the success of deep learning techniques in a broad range of application domains, many deep learning software frameworks have been developed and are being updated frequently to…
cs.CV2017★ 33 cited
Speeding up Convolutional Neural Networks By Exploiting the Sparsity of Rectifier Units
Shaohuai Shi, Xiaowen Chu
Rectifier neuron units (ReLUs) have been widely used in deep convolutional networks. An ReLU converts negative values to zeros, and does not change positive values, which leads to…
cs.DC2017
Supervised Learning Based Algorithm Selection for Deep Neural Networks
Shaohuai Shi, Pengfei Xu, Xiaowen Chu
Many recent deep learning platforms rely on third-party libraries (such as cuBLAS) to utilize the computing power of modern hardware accelerators (such as GPUs). However, we observ…