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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
收藏
  |  
浏览/下载:24/0
  |  
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
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:41/0
  |  
提交时间:2022/01/27
Hardware acceleration
image classification
neural networks
pruning
software-hardware codesign
EnGN: A High-Throughput and Energy-Efficient Accelerator for Large Graph Neural Networks
期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2021, 卷号: 70, 期号: 9, 页码: 1511-1525
作者:
Liang, Shengwen
;
Wang, Ying
;
Liu, Cheng
;
He, Lei
;
Li, Huawei
收藏
  |  
浏览/下载:20/0
  |  
提交时间:2021/12/01
Neural networks
Hardware
System-on-chip
Task analysis
Feature extraction
Memory management
Graph neural network
accelerator architecture
hardware acceleration
Practical Attacks on Deep Neural Networks by Memory Trojaning
期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2021, 卷号: 40, 期号: 6, 页码: 1230-1243
作者:
Hu, Xing
;
Zhao, Yang
;
Deng, Lei
;
Liang, Ling
;
Zuo, Pengfei
收藏
  |  
浏览/下载:21/0
  |  
提交时间:2021/12/01
Trojan horses
Hardware
Integrated circuit modeling
Computational modeling
Security
Payloads
Convolutional neural networks (CNNs)
deep learning accelerator
deep learning attack
hardware Trojan
An Edge 3D CNN Accelerator for Low-Power Activity Recognition
期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2021, 卷号: 40, 期号: 5, 页码: 918-930
作者:
Wang, Ying
;
Wang, Yongchen
;
Shi, Cong
;
Cheng, Long
;
Li, Huawei
收藏
  |  
浏览/下载:22/0
  |  
提交时间:2021/12/01
Three-dimensional displays
Two dimensional displays
Arrays
Feature extraction
System-on-chip
Redundancy
3D CNN
activity analysis
CNN accelerator
network-on-chip
video
Reliability Evaluation and Analysis of FPGA-Based Neural Network Acceleration System
期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2021, 卷号: 29, 期号: 3, 页码: 472-484
作者:
Xu, Dawen
;
Zhu, Ziyang
;
Liu, Cheng
;
Wang, Ying
;
Zhao, Shuang
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2021/12/01
Neural networks
Circuit faults
Hardware
Acceleration
Reliability
Analytical models
Computational modeling
Integrated circuit reliability
reliability
11 TOPS photonic convolutional accelerator for optical neural networks
期刊论文
NATURE, 2021, 卷号: 589, 期号: 7840, 页码: 44-+
作者:
Xu, Xingyuan
;
Tan, Mengxi
;
Corcoran, Bill
;
Wu, Jiayang
;
Boes, Andreas
收藏
  |  
浏览/下载:28/0
  |  
提交时间:2021/02/02
Microcombs for ultrahigh bandwidth optical data transmission and neural networks
会议论文
Virtual, Online, Czech republic, 2021-04-19
作者:
Tan, M.
;
Xu, X.
;
Corcoran, B.
;
Wu, J.
;
Boes, A.
收藏
  |  
浏览/下载:29/0
  |  
提交时间:2021/07/20
Optical neural networks
neuromorphic processor
microcomb
convolutional accelerator
data transmission
Photonic convolutional accelerator and neural network in the Tera-OPs regime based on Kerr microcombs
会议论文
Virtual, Online, United states, 2021-03-06
作者:
Xu, Xingyuan
;
Tan, Mengxi
;
Corcoran, Bill
;
Wu, Jiayang
;
Boes, Andreas
收藏
  |  
浏览/下载:25/0
  |  
提交时间:2021/06/01
Optical neural networks
neuromorphic processor
microcomb
convolutional accelerator
Enhancing Efficiency of Multi-Objective Neural-Network-Assisted Nonlinear Dynamics Lattice Optimization via 1-D Aperture Objectives & Objective Focusing
会议论文
Brazil, 2021
作者:
Y. Hidaka
;
D.A. Hidas
;
F. Plassard
;
T.V. Shaftan
;
G.M. Wang
收藏
  |  
浏览/下载:2/0
  |  
提交时间:2022/01/18
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