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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：107/33  |  提交时间：2023/06/20
Deep Neural Networks  Model Compression  Quantization  Pruning  
Improving Extreme Low-bit Quantization with Soft Threshold 期刊论文
IEEE Transactions on Circuits and Systems for Video Technology, 2022, 页码: 1549 - 1563
作者:  Xu WX(许伟翔);  Wang PS(王培松);  Cheng J(程健)
Adobe PDF(2414Kb)  |  收藏  |  浏览/下载：75/26  |  提交时间：2023/06/20
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：175/50  |  提交时间：2023/03/20
Deep neural networks  compression  quantization  post-training quantization  
Block Convolution: Toward Memory-Efficient Inference of Large-Scale CNNs on FPGA 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 5, 页码: 1436-1447
作者:  Li, Gang;  Liu, Zejian;  Li, Fanrong;  Cheng, Jian
Adobe PDF(4046Kb)  |  收藏  |  浏览/下载：266/26  |  提交时间：2022/06/10
Convolution  Field programmable gate arrays  System-on-chip  Task analysis  Random access memory  Tensors  Memory management  Block convolution  convolutional neural network (CNN) accelerator  field-programmable gate array (FPGA)  memory efficient  off-chip transfer  
Block Convolution: Towards Memory-Efficient Inference of Large-Scale CNNs on FPGA 期刊论文
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2021, 期号: 2021.5, 页码: 1-1
作者:  Li, Gang;  Liu, Zejian;  Li, Fanrong;  Cheng, Jian
Adobe PDF(6174Kb)  |  收藏  |  浏览/下载：185/38  |  提交时间：2022/02/15
block convolution  memory-efficient  off-chip transfer  fpga  cnn accelerator  
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：283/52  |  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  
Multiview Label Sharing for Visual Representations and Classifications 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2018, 卷号: 20, 期号: 4, 页码: 903-913
作者:  Zhang, Chunjie;  Cheng, Jian;  Tian, Qi
Adobe PDF(615Kb)  |  收藏  |  浏览/下载：358/100  |  提交时间：2018/10/10
Multi-view Learning  Linear Transformation  Shared Space  Image Representation  Visual Classification  
Birds of a feather flock together: Visual representation with scale and class consistency 期刊论文
INFORMATION SCIENCES, 2018, 卷号: 460, 期号: 460-461, 页码: 115-127
作者:  Zhang, Chunjie;  Li, Chenghua;  Lu, Dongyuan;  Cheng, Jian;  Tian, Qi
Adobe PDF(2229Kb)  |  收藏  |  浏览/下载：276/47  |  提交时间：2018/10/10
Scale Consistency  Discriminative Sparse Coding  Class Consistency  Image Classification  
BundleNet Learning with Noisy Label via Sample Correlations 期刊论文
IEEE ACCESS, 2018, 卷号: 6, 期号: 1, 页码: 2367-2377
作者:  Li, Chenghua;  Zhang, Chunjie;  Ding, Kun;  Li, Gang;  Cheng, Jian;  Lu, Hanqing;  Jian Cheng
浏览  |  Adobe PDF(1606Kb)  |  收藏  |  浏览/下载：569/234  |  提交时间：2018/05/05
Bundlenet  Sequential Data  Classification  Noisy Label  Regularization  
DeepSearch: A Fast Image Search Framework for Mobile Devices 期刊论文
ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2018, 卷号: 14, 期号: 1, 页码: 6
作者:  Wang, Peisong;  Hu, Qinghao;  Fang, Zhiwei;  Zhao, Chaoyang;  Cheng, Jian
浏览  |  Adobe PDF(1203Kb)  |  收藏  |  浏览/下载：524/184  |  提交时间：2018/05/05
Convolutional Neural Networks  Acceleration  Image Retrieval  Tensor Decomposition