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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：218/64  |  提交时间：2023/03/20
Deep neural networks  compression  quantization  post-training quantization  
Generative Zero-shot Network Quantization 会议论文
, Virtual Event, 2021-6
作者:  Xiangyu, He;  Jiahao, Lu;  Weixiang, Xu;  Qinghao, Hu;  Peisong, Wang;  Jian, Cheng
Adobe PDF(947Kb)  |  收藏  |  浏览/下载：263/66  |  提交时间：2022/06/29
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：190/58  |  提交时间：2022/06/14
Learning Compression from Limited Unlabeled Data 会议论文
, Munich, Germany, September 8 – 14, 2018
作者:  He, Xiangyu;  Cheng, Jian
Adobe PDF(504Kb)  |  收藏  |  浏览/下载：84/30  |  提交时间：2022/06/14
ECBC: Efficient Convolution via Blocked Columnizing 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 13
作者:  Zhao, Tianli;  Hu, Qinghao;  He, Xiangyu;  Xu, Weixiang;  Wang, Jiaxing;  Leng, Cong;  Cheng, Jian
Adobe PDF(3003Kb)  |  收藏  |  浏览/下载：321/39  |  提交时间：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)  
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
作者:  Li, Fanrong;  Li, Gang;  Mo, Zitao;  He, Xiangyu;  Cheng, Jian
Adobe PDF(1906Kb)  |  收藏  |  浏览/下载：358/65  |  提交时间：2021/01/06
Accelerator  architecture  convolutional neural networks (CNNs)  sparsity  
Soft Threshold Ternary Networks 会议论文
, Online, 2020
作者:  Xu, Weixiang;  He, Xiangyu;  Zhao, Tianli;  Hu, Qinghao;  Wang, Peisong;  Cheng, Jian
Adobe PDF(387Kb)  |  收藏  |  浏览/下载：217/75  |  提交时间：2020/10/20
Unsupervised Network Quantization via Fixed-Point Factorization 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2020, 期号: 1, 页码: 1
作者:  Wang, Peisong;  He, Xiangyu;  Chen, Qiang;  Cheng, Anda;  Liu, Qingshan;  Cheng, Jian
Adobe PDF(1998Kb)  |  收藏  |  浏览/下载：231/57  |  提交时间：2020/10/20
Acceleration , compression , deep neural networks (DNNs) , fixed-point quantization , unsupervised quantization.