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CASIA OpenIR
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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：117/50  |  提交时间：2023/06/21
Deep Neural Networks  Network Pruning  Structured Pruning  Non-structured Pruning  Single Instruction Multiple Data  
Towards Automatic Model Compression via A Unified Two-Stage Framework 期刊论文
Pattern Recognition (PR), 2023, 卷号: 140, 页码: 109527
作者:  Weihan Chen;  Peisong Wang;  Jian Cheng
Adobe PDF(765Kb)  |  收藏  |  浏览/下载：117/37  |  提交时间：2023/06/20
Deep Neural Networks  Model Compression  Quantization  Pruning  
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：198/57  |  提交时间：2023/03/20
Deep neural networks  compression  quantization  post-training quantization  
Fixed-point Quantization for Vision Transformer 会议论文
, Beijing, China, 2021-10-22
作者:  Zhexin, Li;  Peisong Wang;  Zhiyuan Wang;  Jian Cheng
Adobe PDF(940Kb)  |  收藏  |  浏览/下载：269/76  |  提交时间：2022/06/15
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：304/34  |  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)  
ProxyBNN: Learning Binarized Neural Networks via Proxy Matrices 会议论文
, Online, 2020
作者:  He, Xiangyu;  Mo, Zitao;  Cheng, Ke;  Xu, Weixiang;  Hu, Qinghao;  Wang, Peisong;  Liu, Qingshan;  Cheng, Jian
Adobe PDF(2540Kb)  |  收藏  |  浏览/下载：213/51  |  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：218/54  |  提交时间：2020/10/20
Acceleration , compression , deep neural networks (DNNs) , fixed-point quantization , unsupervised quantization.  
When Personalization Meets Conformity: Collective Similarity based Multi-Domain Recommendation 会议论文
, Santiago, Chile, 2015.8.9-8.13
作者:  Zhang, Xi;  Cheng, Jian;  Qiu, Shuang;  Zhu, Zhenfeng;  Lu, Hanqing
浏览  |  Adobe PDF(740Kb)  |  收藏  |  浏览/下载：228/52  |  提交时间：2018/01/07
Hashing for Distributed Data 会议论文
International Conference on Machine Learning, France, 2015-6
作者:  Leng, Cong;  Wu, Jiaxiang;  Cheng, Jian;  Zhang, Xi;  Lu, Hanqing
浏览  |  Adobe PDF(340Kb)  |  收藏  |  浏览/下载：348/84  |  提交时间：2016/06/28
Distributed  Hashing