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CASIA OpenIR
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Optimization-Based Post-Training Quantization With Bit-Split and Stitching 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 2, 页码: 2119-2135
作者:  Wang, Peisong;  Chen, Weihan;  He, Xiangyu;  Chen, Qiang;  Liu, Qingshan;  Cheng, Jian
Adobe PDF(921Kb)  |  收藏  |  浏览/下载：158/43  |  提交时间：2023/03/20
Deep neural networks  compression  quantization  post-training quantization  
Efficient Accelerator/Network Co-Search with Circular Greedy Reinforcement Learning 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II: EXPRESS BRIEFS, 2023, 页码: 1-5
作者:  Liu, Zejian;  Li, Gang;  Cheng, Jian
Adobe PDF(1982Kb)  |  收藏  |  浏览/下载：104/32  |  提交时间：2023/06/19
Accelerator/Network Co-Search  Reinforcement Learning  Performance Estimation  Multi-objective Optimization  
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
作者:  Li, Gang;  Liu, Zejian;  Li, Fanrong;  Cheng, Jian
Adobe PDF(4046Kb)  |  收藏  |  浏览/下载：245/22  |  提交时间：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  
Multi-Granularity Pruning for Model Acceleration on Mobile Devices 会议论文
, 线上, 2022-07
作者:  Zhao TL(赵天理);  Zhang X(张希);  Zhu WT(朱文涛);  Wang JX(王家兴);  Yang S(杨森);  Liu J(刘季);  Cheng J(程健)
Adobe PDF(1919Kb)  |  收藏  |  浏览/下载：85/36  |  提交时间：2023/06/21
Deep Neural Networks  Network Pruning  Structured Pruning  Non-structured Pruning  Single Instruction Multiple Data  
Improving Extreme Low-bit Quantization with Soft Threshold 期刊论文
IEEE Transactions on Circuits and Systems for Video Technology, 2022, 页码: 1549 - 1563
作者:  Xu WX(许伟翔);  Wang PS(王培松);  Cheng J(程健)
Adobe PDF(2414Kb)  |  收藏  |  浏览/下载：72/26  |  提交时间：2023/06/20
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
作者:  Li, Gang;  Liu, Zejian;  Li, Fanrong;  Cheng, Jian
Adobe PDF(6174Kb)  |  收藏  |  浏览/下载：173/34  |  提交时间：2022/02/15
block convolution  memory-efficient  off-chip transfer  fpga  cnn accelerator  
Hardware Acceleration of Fully Quantized BERT for Efficient Natural Language Processing 会议论文
Proceedings of the 2021 Design, Automation and Test in Europe, DATE 2021, Virtual, Online, 2021-2
作者:  Liu, Zejian;  Li, Gang;  Cheng, Jian
Adobe PDF(593Kb)  |  收藏  |  浏览/下载：48/22  |  提交时间：2023/06/19
Extremely Lightweight Skeleton-Based Action Recognition With ShiftGCN plus 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021, 卷号: 30, 页码: 7333-7348
作者:  Cheng, Ke;  Zhang, Yifan;  He, Xiangyu;  Cheng, Jian;  Lu, Hanqing
Adobe PDF(3205Kb)  |  收藏  |  浏览/下载：247/13  |  提交时间：2021/11/03
Skeleton-based action recognition  graph convolutional network  lightweight network  shift network  
Dynamic Dual Gating Neural Networks 会议论文
, Online, 2021
作者:  Li, Fanrong;  Li, Gang;  He, Xiangyu;  Cheng, Jian
Adobe PDF(1988Kb)  |  收藏  |  浏览/下载：155/46  |  提交时间：2022/06/14
Towards Convolutional Neural Networks Compression via Global&Progressive Product Quantization 会议论文
, 线上举办, 2020-9-7
作者:  Weihan Chen;  Peisong Wang;  Jian Cheng
Adobe PDF(336Kb)  |  收藏  |  浏览/下载：211/68  |  提交时间：2020/10/20