1 code implementation • 31 Dec 2018 • Ao Ren, Tianyun Zhang, Shaokai Ye, Jiayu Li, Wenyao Xu, Xuehai Qian, Xue Lin, Yanzhi Wang
The first part of ADMM-NN is a systematic, joint framework of DNN weight pruning and quantization using ADMM.
no code implementations • 12 Dec 2018 • Zhe Li, Caiwen Ding, Siyue Wang, Wujie Wen, Youwei Zhuo, Chang Liu, Qinru Qiu, Wenyao Xu, Xue Lin, Xuehai Qian, Yanzhi Wang
It is a challenging task to have real-time, efficient, and accurate hardware RNN implementations because of the high sensitivity to imprecision accumulation and the requirement of special activation function implementations.
Automatic Speech Recognition
Automatic Speech Recognition (ASR)
+3
no code implementations • 6 Sep 2018 • Chuhan Min, Aosen Wang, Yiran Chen, Wenyao Xu, Xin Chen
To overcome this challenge, we propose a novel filter-pruning framework, two-phase filter pruning based on conditional entropy, namely \textit{2PFPCE}, to compress the CNN models and reduce the inference time with marginal performance degradation.
no code implementations • 20 Mar 2018 • Zhe Li, Xiaolong Ma, Hongjia Li, Qiyuan An, Aditya Singh Rathore, Qinru Qiu, Wenyao Xu, Yanzhi Wang
It is of vital importance to enable 3D printers to identify the objects to be printed, so that the manufacturing procedure of an illegal weapon can be terminated at the early stage.
no code implementations • 15 Feb 2018 • Hongjia Li, Xiaolong Ma, Aditya Singh Rathore, Zhe Li, Qiyuan An, Chen Song, Wenyao Xu, Yanzhi Wang
The rapid development in additive manufacturing (AM), also known as 3D printing, has brought about potential risk and security issues along with significant benefits.
no code implementations • 16 Aug 2017 • Aosen Wang, Hua Zhou, Wenyao Xu, Xin Chen
However, the capacity of deep neural network architecture is still a mystery to the researchers.
no code implementations • 17 Jul 2015 • Yingxiao Wu, Yan Zhuang, Xi Long, Feng Lin, Wenyao Xu
Gender contains a wide range of information regarding to the characteristics difference between male and female.