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Do Noises Bother Human and Neural Networks In the Same Way? A Medical Image Analysis Perspective

Nov 04, 2020
Shao-Cheng Wen, Yu-Jen Chen, Zihao Liu, Wujie Wen, Xiaowei Xu, Yiyu Shi, Tsung-Yi Ho, Qianjun Jia, Meiping Huang, Jian Zhuang

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ShiftAddNet: A Hardware-Inspired Deep Network

Oct 24, 2020
Haoran You, Xiaohan Chen, Yongan Zhang, Chaojian Li, Sicheng Li, Zihao Liu, Zhangyang Wang, Yingyan Lin

* Accepted by NeurIPS 2020 

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Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds

Apr 09, 2019
Zihao Liu, Xiaowei Xu, Tao Liu, Qi Liu, Yanzhi Wang, Yiyu Shi, Wujie Wen, Meiping Huang, Haiyun Yuan, Jian Zhuang

* IEEE Computer Society Conference on Computer Vision and Pattern Recognition(CVPR), Long Beach, CA, 2019 

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Security Analysis and Enhancement of Model Compressed Deep Learning Systems under Adversarial Attacks

Mar 19, 2018
Qi Liu, Tao Liu, Zihao Liu, Yanzhi Wang, Yier Jin, Wujie Wen

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MT-Spike: A Multilayer Time-based Spiking Neuromorphic Architecture with Temporal Error Backpropagation

Mar 14, 2018
Tao Liu, Zihao Liu, Fuhong Lin, Yier Jin, Gang Quan, Wujie Wen

* 36th International Conference On Computer Aided Design (ICCAD 2017) 

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Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples

Mar 14, 2018
Zihao Liu, Qi Liu, Tao Liu, Yanzhi Wang, Wujie Wen

* 27th International Joint Conference on Artificial Intelligence (IJCAI-18) 

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DeepN-JPEG: A Deep Neural Network Favorable JPEG-based Image Compression Framework

Mar 14, 2018
Zihao Liu, Tao Liu, Wujie Wen, Lei Jiang, Jie Xu, Yanzhi Wang, Gang Quan

* 55th Design Automation Conference (DAC2018) 

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