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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：312/36  |  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：213/45  |  提交时间：2022/02/15
block convolution  memory-efficient  off-chip transfer  fpga  cnn accelerator  
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
浏览  |  Adobe PDF(2229Kb)  |  收藏  |  浏览/下载：305/54  |  提交时间：2018/10/10
Scale Consistency  Discriminative Sparse Coding  Class Consistency  Image Classification  
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：449/109  |  提交时间：2018/05/05
Deep Neural Networks  Acceleration  Compression  Hardware Accelerator  
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
Adobe PDF(1203Kb)  |  收藏  |  浏览/下载：554/192  |  提交时间：2018/05/05
Convolutional Neural Networks  Acceleration  Image Retrieval  Tensor Decomposition  
Object Categorization Using Class-Specific Representations 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 9, 页码: 4528-4534
作者:  Zhang, Chunjie;  Cheng, Jian;  Li, Liang;  Li, Changsheng;  Tian, Qi
浏览  |  Adobe PDF(1061Kb)  |  收藏  |  浏览/下载：7290/387  |  提交时间：2017/09/24
Class-specific Representation  Image Classification  Object Categorization  Visual Representation  
Incremental Codebook Adaptation for Visual Representation and Categorization 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 7, 页码: 2012-2023
作者:  Zhang, Chunjie;  Cheng, Jian;  Tian, Qi
浏览  |  Adobe PDF(2354Kb)  |  收藏  |  浏览/下载：618/257  |  提交时间：2017/09/14
Codebook learning  low-rank  sparse coding  visual representation  
Image-Specific Classification With Local and Global Discriminations 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 9, 页码: 4479-4486
作者:  Zhang, Chunjie;  Cheng, Jian;  Li, Changsheng;  Tian, Qi
浏览  |  Adobe PDF(571Kb)  |  收藏  |  浏览/下载：732/306  |  提交时间：2017/09/14
Global information  image-specific classification  local information  object categorization  
Structured Weak Semantic Space Construction for Visual Categorization 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 8, 页码: 3442-3451
作者:  Zhang, Chunjie;  Cheng, Jian;  Tian, Qi
浏览  |  Adobe PDF(1950Kb)  |  收藏  |  浏览/下载：570/248  |  提交时间：2017/09/14
Exemplar classifier training  image classification  structure learning  visual categorization  weak semantic space  
Image-level classification by hierarchical structure learning with visual and semantic similarities 期刊论文
INFORMATION SCIENCES, 2018, 卷号: 422, 期号: 422, 页码: 271-281
作者:  Zhang, Chunjie;  Cheng, Jian;  Tian, Qi
浏览  |  Adobe PDF(3107Kb)  |  收藏  |  浏览/下载：764/341  |  提交时间：2017/09/14
Image Classification  Hierarchical Structure Learning  Image-level Modeling  Object Categorization