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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
Authors:  Wang, Peisong;  Chen, Weihan;  He, Xiangyu;  Chen, Qiang;  Liu, Qingshan;  Cheng, Jian
Favorite  |  View/Download：4/0  |  Submit date：2023/03/20
Deep neural networks  compression  quantization  post-training quantization  
Toward Accurate Binarized Neural Networks With Sparsity for Mobile Application 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 13
Authors:  Wang, Peisong;  He, Xiangyu;  Cheng, Jian
Favorite  |  View/Download：71/0  |  Submit date：2022/07/25
Quantization (signal)  Deep learning  Convolution  Training  Biological neural networks  Optimization  Neurons  Acceleration  binarized neural networks (BNNs)  compression  fixed-point quantization  
深度卷积神经网络量化表示研究 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:  贺翔宇
Adobe PDF(10648Kb)  |  Favorite  |  View/Download：104/10  |  Submit date：2022/06/13
量化表示  特征学习  二值化  深度卷积神经网络  
APRIL: Finding the Achilles' Heel on Privacy for Vision Transformers 会议论文
, New Orleans, Louisiana, USA, 2022-6
Authors:  Jiahao, Lu;  Xi Sheryl, Zhang;  Tianli, Zhao;  Xiangyu, He;  Jian Cheng
Adobe PDF(2770Kb)  |  Favorite  |  View/Download：81/5  |  Submit date：2022/06/23
Trustworthy AI  Privacy-preserving machine learning  
ECBC: Efficient Convolution via Blocked Columnizing 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 13
Authors:  Zhao, Tianli;  Hu, Qinghao;  He, Xiangyu;  Xu, Weixiang;  Wang, Jiaxing;  Leng, Cong;  Cheng, Jian
Adobe PDF(3003Kb)  |  Favorite  |  View/Download：69/1  |  Submit date：2022/01/27
Convolution  Tensors  Layout  Memory management  Indexes  Transforms  Performance evaluation  Convolutional neural networks (CNNs)  direct convolution  high performance computing for mobile devices  im2col convolution  memory-efficient convolution (MEC)  
Generative Zero-shot Network Quantization 会议论文
, Virtual Event, 2021-6
Authors:  Xiangyu, He;  Jiahao, Lu;  Weixiang, Xu;  Qinghao, Hu;  Peisong, Wang;  Jian, Cheng
Adobe PDF(947Kb)  |  Favorite  |  View/Download：84/8  |  Submit date：2022/06/29
Dynamic Dual Gating Neural Networks 会议论文
, Online, 2021
Authors:  Li, Fanrong;  Li, Gang;  He, Xiangyu;  Cheng, Jian
Adobe PDF(1988Kb)  |  Favorite  |  View/Download：60/6  |  Submit date：2022/06/14
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
Authors:  Cheng, Ke;  Zhang, Yifan;  He, Xiangyu;  Cheng, Jian;  Lu, Hanqing
Adobe PDF(3205Kb)  |  Favorite  |  View/Download：90/3  |  Submit date：2021/11/03
Skeleton-based action recognition  graph convolutional network  lightweight network  shift network  
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
Adobe PDF(1906Kb)  |  Favorite  |  View/Download：100/3  |  Submit date：2021/01/06
Accelerator  architecture  convolutional neural networks (CNNs)  sparsity  
Ladder Pyramid Networks for Single Image Super-Resoluion 会议论文
, Abudhabi, October 25th-October28th
Authors:  Mo, Zitao;  He, Xiangyu;  Li, Gang;  Cheng, Jian
Adobe PDF(355Kb)  |  Favorite  |  View/Download：267/49  |  Submit date：2020/08/07
Ladder Pyramid Network, Lightweight Convolution, Super-Resolution