420 citations · 572 across the 28 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
cs.LG2018★ 3 cited
DNQ: Dynamic Network Quantization
Yuhui Xu, Shuai Zhang, Yingyong Qi +3
Network quantization is an effective method for the deployment of neural networks on memory and energy constrained mobile devices. In this paper, we propose a Dynamic Network Quant…
cs.CV2018
Trained Rank Pruning for Efficient Deep Neural Networks
Yuhui Xu, Yuxi Li, Shuai Zhang +6
The performance of Deep Neural Networks (DNNs) keeps elevating in recent years with increasing network depth and width. To enable DNNs on edge devices like mobile phones, researche…
cs.LG2018★ 43 cited
Deep Neural Network Compression with Single and Multiple Level Quantization
Yuhui Xu, Yongzhuang Wang, Aojun Zhou +2
Network quantization is an effective solution to compress deep neural networks for practical usage. Existing network quantization methods cannot sufficiently exploit the depth info…