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软硬件协同的高效DNN加速器研究 学位论文
, 中国科学院自动化研究所: 中国科学院自动化研究所, 2022
Authors:  李繁荣
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DNN加速器  软硬件协同设计  体系结构  深度神经网络  
Block Convolution: Toward Memory-Efficient Inference of Large-Scale CNNs on FPGA 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 5, 页码: 1436-1447
Authors:  Li, Gang;  Liu, Zejian;  Li, Fanrong;  Cheng, Jian
Favorite  |  View/Download:32/0  |  Submit date:2022/06/10
Convolution  Field programmable gate arrays  System-on-chip  Task analysis  Random access memory  Tensors  Memory management  Block convolution  convolutional neural network (CNN) accelerator  field-programmable gate array (FPGA)  memory efficient  off-chip transfer  
Extremely Sparse Networks via Binary Augmented Pruning for Fast Image Classification 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 14
Authors:  Wang, Peisong;  Li, Fanrong;  Li, Gang;  Cheng, Jian
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Hardware acceleration  image classification  neural networks  pruning  software-hardware codesign  
Block Convolution: Towards Memory-Efficient Inference of Large-Scale CNNs on FPGA 期刊论文
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2021, 期号: 2021.5, 页码: 1-1
Authors:  Li, Gang;  Liu, Zejian;  Li, Fanrong;  Cheng, Jian
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block convolution  memory-efficient  off-chip transfer  fpga  cnn accelerator  
Dynamic Dual Gating Neural Networks 会议论文
, Online, 2021
Authors:  Li, Fanrong;  Li, Gang;  He, Xiangyu;  Cheng, Jian
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EBERT: Efficient BERT Inference with Dynamic Structured Pruning 会议论文
, Online, 2021
Authors:  Liu, Zejian;  Li, Fanrong;  Li, Gang;  Cheng, Jian
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FSA: A Fine-Grained Systolic Accelerator for Sparse CNNs 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 11, 页码: 3589-3600
Authors:  Li, Fanrong;  Li, Gang;  Mo, Zitao;  He, Xiangyu;  Cheng, Jian
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Accelerator  architecture  convolutional neural networks (CNNs)  sparsity  
Grasp State Assessment of Deformable Objects Using Visual-Tactile Fusion Perception 会议论文
, Paris, France, 2022-5-31
Authors:  Cui SW(崔少伟);  Wang R(王睿);  Wei JH(魏俊杭);  Li FR(李繁荣);  Wang S(王硕)
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A System-Level Solution for Low-Power Object Detection 会议论文
, Seoul, Korea, 2019
Authors:  Li, Fanrong;  Mo, Zitao;  Wang, Peisong;  Liu, Zejian;  Zhang, Jiayun;  Li, Gang;  Hu, Qinghao;  He, Xiangyu;  Leng, Cong;  Zhang, Yang;  Cheng, Jian
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Block Convolution: Towards Memory-Efficient Inference of Large-Scale CNNs on FPGA 会议论文
, Dresden, Germany, 2018
Authors:  Li, Gang;  Li, Fanrong;  Zhao, Tianli;  Cheng, Jian
Adobe PDF(244Kb)  |  Favorite  |  View/Download:15/4  |  Submit date:2022/06/14