基本信息
赵地  男  硕导  中国科学院计算技术研究所
电子邮件: zhaodi@ict.ac.cn
通信地址: 北京市海淀区科学院南路六号
邮政编码: 100190

研究领域

类脑计算、深度学习的算法与芯片。在类脑计算和深度学习算法领域:研究类脑计算和深度学习的特征提取的方法、网络结构、loss函数设计、训练方法等内容,研究类脑计算和深度学习的应用,特别是在医疗健康领的应用;在类脑计算和深度学习芯片领域:研究基于RISC-V的类脑计算和深度学习的指令集及实现,研究类脑计算和深度学习的加速器。

招生信息


招生专业
081201-计算机系统结构
081203-计算机应用技术
081202-计算机软件与理论
招生方向
类脑计算
深度学习
智能加速器、开源芯片

教育背景

2005-09--2010-05   美国路易斯安娜理工大学   博士

工作经历

工作简历
2018-02~现在, 中科院计算所, 副研究员
2015-01~2018-01,中国科学院计算机网络信息中心, 副研究员
2012-06~2014-12,美国俄亥俄州立大学, 博士后
2010-10~2012-01,美国哥伦比亚大学, 博士后
社会兼职
2020-12-31-今,中国图象图形学学会, 会员
2014-12-31-今,中国计算机学会, 会员

教授课程

GPU编程与深度学习
基于GPU的并行计算及CUDA

专利与奖励

   
奖励信息
(1) 2017年度高被引文章, 其他, 2019
(2) 优秀论文, 其他, 2019
(3) 高关注度优秀论文奖, 其他, 2019
专利成果
( 1 ) 多GPU的供电控制方法和供电控制装置, 发明, 2015, 第 1 作者, 专利号: 2015

出版信息

   
发表论文
(1) 基于事件驱动的车道线识别算法研究, 电子学报, 2021, 通讯作者
(2) SCOAT-Net: A novel network for segmenting COVID-19 lung opacification from CT images, Pattern Recognition, 2021, 通讯作者
(3) A deep-learning-based framework for severity assessment of COVID-19, Expert Systems With Applications, 2021, 第 9 作者
(4) LFSCA-UNet:基于空间与通道注意力机制的肝纤维化区域分割网络, 中国图象图形学报, 2021, 通讯作者
(5) 基于1-D CNN 的QRS 波群检测算法, 计算机工程与设计, 2020, 第 4 作者
(6) Femoral Head Segmentation Based on Improved Fully Convolutional Neural Network for Ultrasound Images, Signal, Image and Video Processing, 2020, 通讯作者
(7) 基于脉冲神经网络与移动GPU计算的图像分类算法研究与实现, 计算机工程与科学, 2020, 通讯作者
(8) Review for Deep Learning and Medical Imaging Analysis, Annals of Translational Medicine, 2020, 通讯作者
(9) GNNI U-net 基于组归一化与最近邻插值的MRI左心室轮廓精准分割网络, 计算机科学, 2020, 第 3 作者
(10) A method of verification in Chisel based DLA design, ICIBA 2020, 2020, 第 3 作者
(11) Thyroid Nodule Ultrasonic Imaging Segmentation Based on a Deep Learning Model and Data Augmentation, ITNEC 2020, 2020, 通讯作者
(12) Liver Segemtation in CT Image with No-edge-cuting UNet, 2020 IEEE 9th Joint International Information Technology and Artificial Intelligence Conference (ITAIC), 2020, 通讯作者
(13) DSMC3: Fast Direct Simulation Monte Carlo Solver for the Boltzmann Equation by Multi-Chain Markov Chain and Multicore Programming, DSMC3: Fast Direct Simulation Monte Carlo Solver for the Boltzmann Equation by Multi-Chain Markov Chain and Multicore Programming, International Journal of Modeling, Simulation, and Scientific Computing, 2016, 通讯作者
(14) Mobile GPU Computing Based Filter Bank Convolution for Three-dimensional Wavelet Transform, Mobile GPU Computing Based Filter Bank Convolution for Three-dimensional Wavelet Transform, International Journal of Mobile Computing and Multimedia Communications, 2016, 通讯作者
(15) 大脑听觉系统建模研究进展, 大脑听觉系统建模研究进展, 计算机科学, 2016, 第 3 作者
(16) Fast Filter Bank Convolution for Three-dimensional Wavelet Transform by Shared Memory on Mobile GPU Computing, Fast Filter Bank Convolution for Three-dimensional Wavelet Transform by Shared Memory on Mobile GPU Computing, Journal of Supercomputing, 2015, 通讯作者
(17) Fast Finite Element Solver for Incompressible Navier-Stokes Equation by Parallel Gram-Schmidt Process based GMRES and HSS, Fast Finite Element Solver for Incompressible Navier-Stokes Equation by Parallel Gram-Schmidt Process based GMRES and HSS, Journal of Mathematical and Computational Science, 2015, 通讯作者
(18) Fast Solver for Interior Point Method of SVM Training by Parallel GMRES and HSS, Fast Solver for Interior Point Method of SVM Training by Parallel GMRES and HSS, International Journal of Computing, 2015, 通讯作者
(19) Quick Triple Finite Volume Solver for Incompressible Navier-Stokes Equation by Parallel Gram-Schmidt Process based GMRES and HSS, Quick Triple Finite Volume Solver for Incompressible Navier-Stokes Equation by Parallel Gram-Schmidt Process based GMRES and HSS, Engineering Computations, 2015, 通讯作者
(20) High-efficient Solving Tridiagonal Systems by Chunked Cyclic Reduction and GPU Shared Memory, High-efficient Solving Tridiagonal Systems by Chunked Cyclic Reduction and GPU Shared Memory, Journal of Supercomputing, 2015, 通讯作者
(21) High-accuracy Non-gradient Optimizer by Vectorized Iterative Discrete Approximation and Single GPU Computing, High-accuracy Non-gradient Optimizer by Vectorized Iterative Discrete Approximation and Single GPU Computing, International Journal of High Performance Computing and Networking, 2014, 第 1 作者
(22) High-accuracy Optimization by Parallel Iterative Discrete Approximation and GPU Cluster Computing, High-accuracy Optimization by Parallel Iterative Discrete Approximation and GPU Cluster Computing, Journal of Software, 2014, 第 1 作者
(23) Parallel Multi-proposal and Multi-chain Markov Chain Monte Carlo for Calculating P-value of Genome-Wide Association Studies, Parallel Multi-proposal and Multi-chain Markov Chain Monte Carlo for Calculating P-value of Genome-Wide Association Studies, Parallel Processing Letters, 2013, 第 1 作者
(24) Combining PubMed knowledge and EHR data to develop a weighted bayesian network for pancreatic cancer prediction, Combining PubMed knowledge and EHR data to develop a weighted bayesian network for pancreatic cancer prediction, Journal of Biomedical Informatics, 2011, 第 1 作者
(25) Accurate Finite Difference Schemes for Solving a 3D Heat Transfer Model in an N-Carrier System with Neumann Boundary Condition in Spherical Coordinates, Accurate Finite Difference Schemes for Solving a 3D Heat Transfer Model in an N-Carrier System with Neumann Boundary Condition in Spherical Coordinates, Journal of Computational and Applied Mathematics, 2011, 第 1 作者
发表著作
(1) 加速MATLAB编程指南, 清华大学出版社, 2018-01, 第 1 作者
(2) 强化学习, Reinforcement Learning State-of-the-Art, 机械工业出版社, 2018-01, 第 1 作者

科研活动

   
科研项目
( 1 ) 基于MRI图像大数据分析的老年退行性疾病早期预警算法及标示物发现, 主持, 省级, 2016-01--2019-12
( 2 ) 视觉动态认知机理及物体识别技术研究, 参与, 省级, 2016-03--2017-12
( 3 ) 基于图像 AI 深度学习的芯片缺陷识别研究, 主持, 院级, 2020-07--2021-03
( 4 ) 基于肝组织学验证的影像大数据人工智能深度学习模型的建立和应用, 主持, 国家级, 2018-01--2021-04
( 5 ) 基于RISC-V向量扩展指令的矩阵运算单元(RV-DLU)的研究, 主持, 院级, 2021-09--2022-08
参与会议
(1)GPU Acceleration of Convolutional Neural Network for Brain Carcinoma MRI Image Segmentation by cuDNN   GPU Technology Conference 2015   Di Zhao, Jianbo Lei   2015-03-20
(2)Samuel Ting and Orlando Simonetti, Acceleration of l1?Regularization MRI Reconstruction by Lookup Table and GPU Shared Memory based DWT   GPU Technology Conference 2014   Di Zhao   2014-03-25
(3)Enhancement Tegra Tablets’ Computational Performance by GeForce Desktops and Wifi   GPU Technology Conference 2014   Di Zhao   2014-03-24
(4) GPU Acceleration of Optimal Design Selection in Laboratory Experiments in Cognitive Science   GPU Technology Conference 2013   Di Zhao, Woojae Kim, Mark A. Pitt   2013-03-18