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A Survey of Quantization Methods for Efficient Neural Network Inference


Mar 25, 2021
Amir Gholami, Sehoon Kim, Zhen Dong, Zhewei Yao, Michael W. Mahoney, Kurt Keutzer

* Book Chapter: Low-Power Computer Vision: Improving the Efficiency of Artificial Intelligence 

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P2-Net: Joint Description and Detection of Local Features for Pixel and Point Matching


Mar 01, 2021
Bing Wang, Changhao Chen, Zhaopeng Cui, Jie Qin, Chris Xiaoxuan Lu, Zhengdi Yu, Peijun Zhao, Zhen Dong, Fan Zhu, Niki Trigoni, Andrew Markham


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Hessian-Aware Pruning and Optimal Neural Implant


Feb 06, 2021
Shixing Yu, Zhewei Yao, Amir Gholami, Zhen Dong, Michael W Mahoney, Kurt Keutzer


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Cross-Domain Sentiment Classification with In-Domain Contrastive Learning


Dec 05, 2020
Tian Li, Xiang Chen, Shanghang Zhang, Zhen Dong, Kurt Keutzer

* 10pages, 2 figures, accepted to NeurIPS 2020 Workshop on Self-supervised Learning. arXiv admin note: text overlap with arXiv:2010.16088 

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Learnable Motion Coherence for Correspondence Pruning


Nov 30, 2020
Yuan Liu, Lingjie Liu, Cheng Lin, Zhen Dong, Wenping Wang

* 10 pages, 7 figures, project page: https://liuyuan-pal.github.io/LMCNet/ 

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HAWQV3: Dyadic Neural Network Quantization


Nov 20, 2020
Zhewei Yao, Zhen Dong, Zhangcheng Zheng, Amir Gholami, Jiali Yu, Eric Tan, Leyuan Wang, Qijing Huang, Yida Wang, Michael W. Mahoney, Kurt Keutzer


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Cross-Domain Sentiment Classification with Contrastive Learning and Mutual Information Maximization


Nov 12, 2020
Tian Li, Xiang Chen, Shanghang Zhang, Zhen Dong, Kurt Keutzer

* 5 pages, 1 figure 

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Cross-Domain Sentiment Classification With Contrastive Learning and Mutual Information Maximization


Oct 30, 2020
Tian Li, Xiang Chen, Shanghang Zhang, Zhen Dong, Kurt Keutzer


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CoDeNet: Algorithm-hardware Co-design for Deformable Convolution


Jun 12, 2020
Zhen Dong, Dequan Wang, Qijing Huang, Yizhao Gao, Yaohui Cai, Bichen Wu, Kurt Keutzer, John Wawrzynek

* https://github.com/DequanWang/CoDeNet. arXiv admin note: text overlap with arXiv:2002.08357 

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Algorithm-hardware Co-design for Deformable Convolution


Feb 19, 2020
Qijing Huang, Dequan Wang, Yizhao Gao, Yaohui Cai, Zhen Dong, Bichen Wu, Kurt Keutzer, John Wawrzynek


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ZeroQ: A Novel Zero Shot Quantization Framework


Jan 01, 2020
Yaohui Cai, Zhewei Yao, Zhen Dong, Amir Gholami, Michael W. Mahoney, Kurt Keutzer


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HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks


Nov 10, 2019
Zhen Dong, Zhewei Yao, Yaohui Cai, Daiyaan Arfeen, Amir Gholami, Michael W. Mahoney, Kurt Keutzer


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Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT


Sep 25, 2019
Sheng Shen, Zhen Dong, Jiayu Ye, Linjian Ma, Zhewei Yao, Amir Gholami, Michael W. Mahoney, Kurt Keutzer


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HAWQ: Hessian AWare Quantization of Neural Networks with Mixed-Precision


Apr 29, 2019
Zhen Dong, Zhewei Yao, Amir Gholami, Michael Mahoney, Kurt Keutzer


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Joint Point Cloud and Image Based Localization For Efficient Inspection in Mixed Reality


Nov 05, 2018
Manash Pratim Das, Zhen Dong, Sebastian Scherer

* IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, 2018 

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Iterative Global Similarity Points : A robust coarse-to-fine integration solution for pairwise 3D point cloud registration


Aug 12, 2018
Yue Pan, Bisheng Yang, Fuxun Liang, Zhen Dong

* Accepted to International Conference on 3DVision (3DV) 2018 [8 pages, 6 figures and 3 tables] 

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Input Aggregated Network for Face Video Representation


Mar 22, 2016
Zhen Dong, Su Jia, Chi Zhang, Mingtao Pei


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