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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：154/41  |  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：91/26  |  提交时间：2023/06/20
Deep Neural Networks  Model Compression  Quantization  Pruning  
Initializing film homogeneity to retard phase segregation for stable perovskite solar cells 期刊论文
SCIENCE, 2022, 卷号: 378, 期号: 6621, 页码: 8
作者:  Bai, Yang;  Huang, Zijian;  Zhang, Xiao;  Lu, Jiuzhou;  Niu, Xiuxiu;  He, Ziwen;  Zhu, Cheng;  Xiao, Mengqi;  Song, Qizhen;  Wei, Xueyuan;  Wang, Chenyue;  Cui, Zhenhua;  Dou, Jing;  Chen, Yihua;  Pei, Fengtao;  Zai, Huachao;  Wang, Wei;  Song, Tinglu;  An, Pengfei;  Zhang, Jing;  Dong, Juncai;  Li, Yiming;  Shi, Jiangjian;  Jin, Haibo;  Chen, Pengwan;  Sun, Yuchao;  Li, Yujing;  Chen, Haining;  Wei, Zhongming;  Zhou, Huanping;  Chen, Qi
收藏  |  浏览/下载：137/0  |  提交时间：2023/11/17
Differentially Private Federated Learning with Local Regularization and Sparsification 会议论文
, 线上, 2022-6
作者:  Cheng AD(程安达);  Wang PS(王培松);  Zhang X(张希);  Cheng J(程健)
Adobe PDF(312Kb)  |  收藏  |  浏览/下载：103/38  |  提交时间：2023/06/05
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：215/0  |  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  
Extremely Sparse Networks via Binary Augmented Pruning for Fast Image Classification 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 14
作者:  Wang, Peisong;  Li, Fanrong;  Li, Gang;  Cheng, Jian
收藏  |  浏览/下载：172/0  |  提交时间：2022/01/27
Hardware acceleration  image classification  neural networks  pruning  software-hardware codesign  
Towards Binarized MobileNet via Structured Sparsity 会议论文
, Hainan, China, 2021-12-26
作者:  Zhenmeng, Zuo;  Zhexin, Li;  Peisong, Wang;  Weihan, Chen;  Jian, Cheng
Adobe PDF(476Kb)  |  收藏  |  浏览/下载：187/52  |  提交时间：2022/06/15
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：222/53  |  提交时间：2022/06/29
Robust one-stage object detection with location-aware classifiers 期刊论文
PATTERN RECOGNITION, 2020, 卷号: 105, 页码: 11
作者:  Chen, Qiang;  Wang, Peisong;  Cheng, Anda;  Wang, Wanguo;  Zhang, Yifan;  Cheng, Jian
Adobe PDF(3831Kb)  |  收藏  |  浏览/下载：296/53  |  提交时间：2020/08/03
Object detetion  Classification  Localization  Feature visualization  Receptive field  
Towards Convolutional Neural Networks Compression via Global&Progressive Product Quantization 会议论文
, 线上举办, 2020-9-7
作者:  Weihan Chen;  Peisong Wang;  Jian Cheng
Adobe PDF(336Kb)  |  收藏  |  浏览/下载：210/67  |  提交时间：2020/10/20