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PKD: General Distillation Framework for Object Detectors via Pearson Correlation Coefficient 会议论文
, New Orleans, America, Monday November 28th through Friday December 9th
作者:  Weihan, Cao;  Yifan, Zhang;  Jianfei, Gao;  Anda, Cheng;  Ke, Cheng;  Jian, Cheng
Adobe PDF(2614Kb)  |  收藏  |  浏览/下载：76/20  |  提交时间：2023/06/21
Knowledge Distillation  Model Compression  Object Detection  
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：76/25  |  提交时间：2023/06/20
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：72/26  |  提交时间：2023/06/20
TBERT: Dynamic BERT Inference with Top-k Based Predictors 会议论文
, Antwerp, Belgium, 2023-4-17
作者:  Liu, Zejian;  Zhao, Kun;  Cheng, Jian
Adobe PDF(3426Kb)  |  收藏  |  浏览/下载：84/22  |  提交时间：2023/06/19
Transformer  Dynamic Inference  Pruning  
Hardware Acceleration of Fully Quantized BERT for Efficient Natural Language Processing 会议论文
Proceedings of the 2021 Design, Automation and Test in Europe, DATE 2021, Virtual, Online, 2021-2
作者:  Liu, Zejian;  Li, Gang;  Cheng, Jian
Adobe PDF(593Kb)  |  收藏  |  浏览/下载：48/22  |  提交时间：2023/06/19
基于软硬件协同设计的深度学习模型压缩与加速 学位论文
, 2023
作者:  刘泽健
Adobe PDF(10064Kb)  |  收藏  |  浏览/下载：84/4  |  提交时间：2023/06/18
软硬件协同设计  模型压缩  DNN 加速器  自动化优化  
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：245/22  |  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：173/34  |  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：264/26  |  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)  
M-NAS: Meta Neural Architecture Search 会议论文
, New York, 2020.02.07-2020.02.12
作者:  Wang JX(王家兴);  Wu JX(吴家祥);  Bo HL(柏昊立);  Cheng J(程健)
Adobe PDF(838Kb)  |  收藏  |  浏览/下载：140/26  |  提交时间：2021/06/16