研究领域
面向深度学习的智能硬件设计，热点智能应用软硬件协同，计算机系统结构
论文成果
- Frequency-domain Inference Acceleration for Convolutional Neural Networks using ReRAMs.Transactions on Parallel and Distributed Systems (TPDS),2023,(CCF-A).
- Bosheng Liu,Xiaoming Chen*,Yinhe Han,Jigang Wu*,Peng Liu,Liang Chang,Haobo Xu,Search-free Inference Acceleration for Sparse Convolutional Neural Networks.IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems,2022,(CCF-A).
- Bosheng Liu,Zhuoshen Jiang,Jigang, Wu*,Xiaoming Chen*,Yinhe Han,Peng Liu,F3D: Accelerating 3D Convolutional Neural Networks in Frequency Space Using ReRAM.Design Automation Conference,2021(CCF-A).
- Bosheng Liu,Haobo Xu,Yinhe Han,Xiaoming Chen*,Swallow: A Versatile Accelerator for Sparse Neural Networks.IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD),2020,39(12):4881-4893(CCF-A).
- Bosheng Liu,Xiaoming Chen*,Yinhe Han*,Jiajun Li,Haobo Xu,Xiaowei Li,Accelerating DNN-based 3D Point Cloud Processing for Mobile Computing.SCIENCE CHINA Information Sciences,2019,62212102:1–212102:11(CCF-A).
- 刘博生,陈晓明*,韩银和,常亮,面向光流估计的高效加速器架构设计.中国科学: 信息科学,795-807, 2021.
- Bosheng Liu,Xiaoming Chen*,Yinhe Han,Ying Wang,Jiajun Li,Haobo Xu,Xiaowei Li,Search-free Accelerator for Sparse Convolutional Neural Networks.Proceedings of the 25rd Asia and South Pacific Design Automation Conference (ASP-DAC),524-529(CCF-C).
- Bosheng Liu,Xiaoming Chen*,Ying Wang,Yinhe Han,Jiajun Li,Haobo Xu,Xiaowei Li,Addressing the Issue of Processing Element Under-Utilization in General-Purpose Systolic Deep Learning Accelerators.Proceedings of the 24rd Asia and South Pacific Design Automation Conference (ASP-DAC),2019,733-738(CCF-C).
- Bosheng Liu,Ying Wang,Zhiqiang You,Yinhe Han*,Xiaowei Li,A signal degradation reduction method for memristor ratioed logic (MRL) gates.IEICE Electronics Express,2015,20150062-20150062(SCI).
专利
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著作成果
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