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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：162/47  |  提交时间：2023/03/20
Deep neural networks  compression  quantization  post-training quantization  
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：96/29  |  提交时间：2023/06/20
Deep Neural Networks  Model Compression  Quantization  Pruning  
Dual-discriminator adversarial framework for data-free quantization 期刊论文
NEUROCOMPUTING, 2022, 卷号: 511, 页码: 67-77
作者:  Li, Zhikai;  Ma, Liping;  Long, Xianlei;  Xiao, Junrui;  Gu, Qingyi
Adobe PDF(1512Kb)  |  收藏  |  浏览/下载：303/66  |  提交时间：2022/11/21
Model compression  Quantized neural networks  Data-free quantization  
The Model May Fit You: User-Generalized Cross-Modal Retrieval 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2021, 卷号: 24, 页码: 2998-3012
作者:  Ma, Xinhong;  Yang, Xiaoshan;  Gao, Junyu;  Xu, Changsheng
Adobe PDF(6549Kb)  |  收藏  |  浏览/下载：251/48  |  提交时间：2022/06/17
cross-modal retrieval  domain generalization  meta-learning  
Bayesian Automatic Model Compression 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2020, 卷号: 14, 期号: 4, 页码: 727-736
作者:  Wang, Jiaxing;  Bai, Haoli;  Wu, Jiaxiang;  Cheng, Jian
Adobe PDF(1918Kb)  |  收藏  |  浏览/下载：273/51  |  提交时间：2020/12/04
Quantization  automatic machine learning  model compression  Bayes methods  Mathematical model  Training  Mixture models  Optimization  Machine learning  Bayesian learning  quantizartion  explainability  
EDP: An Efficient Decomposition and Pruning Scheme for Convolutional Neural Network Compression 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 32, 期号: 0, 页码: 0
作者:  Ruan, Xiaofeng;  Liu, Yufan;  Yuan, Chunfeng;  Li, Bing;  Hu, Weiming;  Li, Yangxi;  Maybank, Stephen
Adobe PDF(3625Kb)  |  收藏  |  浏览/下载：295/43  |  提交时间：2021/06/17
Data-driven  low-rank decomposition  model compression and acceleration  structured pruning  
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：203/50  |  提交时间：2020/10/20
Acceleration , compression , deep neural networks (DNNs) , fixed-point quantization , unsupervised quantization.  
A High-Efficiency FPGA-Based Accelerator for Binarized Neural Network 期刊论文
Journal of Circuits, Systems, and Computers, 2019, 卷号: 28, 期号: 1, 页码: 1
作者:  Guo Peng;  Ma Hong;  Ruizhi Chen;  Donglin Wang
浏览  |  Adobe PDF(1487Kb)  |  收藏  |  浏览/下载：306/135  |  提交时间：2019/06/17
Cnn  Bnn  Fpga  Accelerator  
无权访问的条目 期刊论文
作者:  Xu, Ting-Bing;  Yang, Peipei;  Zhang, Xu-Yao;  Liu, Cheng-Lin
Adobe PDF(1571Kb)  |  收藏  |  浏览/下载：33/11  |  提交时间：2019/07/12
Recent advances in efficient computation of deep convolutional neural networks 期刊论文
FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING, 2018, 卷号: 19, 期号: 1, 页码: 64-77
作者:  Cheng, Jian;  Wang, Pei-song;  Li, Gang;  Hu, Qing-hao;  Lu, Han-qing
浏览  |  Adobe PDF(582Kb)  |  收藏  |  浏览/下载：407/101  |  提交时间：2018/05/05
Deep Neural Networks  Acceleration  Compression  Hardware Accelerator