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CASIA OpenIR
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Stacking More Linear Operations with Orthogonal Regularization to Learn Better 会议论文
, 线上会议, 2022-7
作者:  Xu WX(许伟翔);  Cheng J(程健)
Adobe PDF(1126Kb)  |  收藏  |  浏览/下载：104/32  |  提交时间：2023/06/21
TinyNeRF: Towards 100 times Compression of Volume Radiance Fields 会议论文
, 线上, 2023-02
作者:  Zhao TL(赵天理);  Chen JY(陈嘉园);  Leng C(冷聪);  Cheng J(程健)
Adobe PDF(2855Kb)  |  收藏  |  浏览/下载：182/37  |  提交时间：2023/06/21
Neural Radiance Fields  Discrete Cosine Transformation  Frequency Domain  
Towards Fully Sparse Training: Information Restoration with Spatial Similarity 会议论文
, Vancouver, British Columbia, Canada, 2022-04
作者:  Xu WX(许伟翔);  Wang PS(王培松);  Cheng J(程健)
Adobe PDF(556Kb)  |  收藏  |  浏览/下载：83/26  |  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：199/58  |  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：283/30  |  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：194/40  |  提交时间：2022/02/15
block convolution  memory-efficient  off-chip transfer  fpga  cnn accelerator  
ECBC: Efficient Convolution via Blocked Columnizing 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 13
作者:  Zhao, Tianli;  Hu, Qinghao;  He, Xiangyu;  Xu, Weixiang;  Wang, Jiaxing;  Leng, Cong;  Cheng, Jian
Adobe PDF(3003Kb)  |  收藏  |  浏览/下载：304/34  |  提交时间：2022/01/27
Convolution  Tensors  Layout  Memory management  Indexes  Transforms  Performance evaluation  Convolutional neural networks (CNNs)  direct convolution  high performance computing for mobile devices  im2col convolution  memory-efficient convolution (MEC)  
Extremely Lightweight Skeleton-Based Action Recognition With ShiftGCN plus 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021, 卷号: 30, 页码: 7333-7348
作者:  Cheng, Ke;  Zhang, Yifan;  He, Xiangyu;  Cheng, Jian;  Lu, Hanqing
Adobe PDF(3205Kb)  |  收藏  |  浏览/下载：277/15  |  提交时间：2021/11/03
Skeleton-based action recognition  graph convolutional network  lightweight network  shift network  
Revisiting Parameter Sharing for Automatic Neural Channel Number Search 会议论文
, Online, 2020.12.06-2020.12.12
作者:  Wang JX(王家兴);  Bo HL(柏昊立);  Wu JX(吴家祥);  Shi XP(史旭鹏);  Huang JZ(黄俊洲);  Michael Lyu;  Irwin King;  Cheng J(程健)
Adobe PDF(2004Kb)  |  收藏  |  浏览/下载：195/43  |  提交时间：2021/06/16
Neural Architecture Search  Model Compression  Parameter Sharing  
FSA: A Fine-Grained Systolic Accelerator for Sparse CNNs 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 11, 页码: 3589-3600
作者:  Li, Fanrong;  Li, Gang;  Mo, Zitao;  He, Xiangyu;  Cheng, Jian
Adobe PDF(1906Kb)  |  收藏  |  浏览/下载：341/61  |  提交时间：2021/01/06
Accelerator  architecture  convolutional neural networks (CNNs)  sparsity