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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：149/39  |  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：87/24  |  提交时间：2023/06/20
Deep Neural Networks  Model Compression  Quantization  Pruning  
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
作者:  Wang, Peisong;  He, Xiangyu;  Cheng, Jian
收藏  |  浏览/下载：200/0  |  提交时间：2022/07/25
Quantization (signal)  Deep learning  Convolution  Training  Biological neural networks  Optimization  Neurons  Acceleration  binarized neural networks (BNNs)  compression  fixed-point quantization  
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：188/47  |  提交时间：2020/10/20
Acceleration , compression , deep neural networks (DNNs) , fixed-point quantization , unsupervised quantization.  
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
Adobe PDF(582Kb)  |  收藏  |  浏览/下载：382/95  |  提交时间：2018/05/05
Deep Neural Networks  Acceleration  Compression  Hardware Accelerator  
Feature Distilled Tracking 期刊论文
IEEE Transaction on Cybernetics, 2017, 期号: 0, 页码: 0
作者:  Zhu Guibo;  Jinqiao Wang;  Peisong Wang;  Yi Wu;  Hanqing Lu
Adobe PDF(2450Kb)  |  收藏  |  浏览/下载：512/140  |  提交时间：2018/10/10
Correlation Filter  Model Compression  Visual Tracking  
Fixed-point Factorized Networks 会议论文
, Hawaii,USA, 2017.7.21-7.26
作者:  Wang, Peisong;  Cheng, Jian
Adobe PDF(279Kb)  |  收藏  |  浏览/下载：409/180  |  提交时间：2018/01/07
Convolutional Neural Networks  Ternary Quantization  Network Acceleration  Network Compression