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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:23/0
  |  
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
A Pattern-Based SpGEMM Library for Multi-Core and Many-Core Architectures
期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 卷号: 33, 期号: 1, 页码: 159-175
作者:
Xie, Zhen
;
Tan, Guangming
;
Liu, Weifeng
;
Sun, Ninghui
收藏
  |  
浏览/下载:44/0
  |  
提交时间:2021/12/01
Libraries
Sparse matrices
Prediction algorithms
Neural networks
Predictive models
Memory management
Tuners
SpGEMM
spare BLAS
sparse format
auto-tuning
neural network
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:19/0
  |  
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
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
收藏
  |  
浏览/下载:34/0
  |  
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)
Co-Active: A Workload-Aware Collaborative Cache Management Scheme for NVMe SSDs
期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2021, 卷号: 32, 期号: 6, 页码: 1437-1451
作者:
Sun, Hui
;
Dai, Shangshang
;
Huang, Jianzhong
;
Qin, Xiao
收藏
  |  
浏览/下载:22/0
  |  
提交时间:2021/12/01
Time factors
Nonvolatile memory
Memory management
Parallel processing
Sun
Protocols
Degradation
Cache management
NAND flash
solid state disks
proactive write back
Improve the Resolution and Parallel Performance of the Three-Dimensional Refine Algorithm in RELION Using CUDA and MPI
期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2021, 卷号: 18, 期号: 2, 页码: 583-595
作者:
Zhang, Jingrong
;
Wang, Zihao
;
Liu, Zhiyong
;
Zhang, Fa
收藏
  |  
浏览/下载:18/0
  |  
提交时间:2021/12/01
Memory management
Graphics processing units
Arrays
Statistical analysis
Three-dimensional displays
cryoEM
RELION
CUDA
statistical method
Top-k selection
Space-address decoupled scratchpad memory management for neural network accelerators
期刊论文
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2020, 页码: 13
作者:
Zhang, Zhenxing
;
Sun, Shiyan
;
Chen, Xunyu
;
Zhi, Tian
;
Guo, Qi
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2020/12/10
deep neural network
memory management
scratchpad memory
Features Combined Binary Descriptor Based on Voted Ring-Sampling Pattern
期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2020, 卷号: 30, 期号: 10, 页码: 3675-3687
作者:
Liu, Hongmin
;
Zhang, Qianqian
;
Fan, Bin
;
Wang, Zhiheng
;
Han, Junwei
收藏
  |  
浏览/下载:30/0
  |  
提交时间:2021/01/07
Histograms
Feature extraction
Encoding
Task analysis
Fans
Computational efficiency
Memory management
Binary descriptor
combined features
gradient feature
intensity feature
ring-sampling pattern
voting strategy
The Implementation of Real-Time Storage for Parallel Plasma Equilibrium Reconstruction Data in EAST PCS
期刊论文
IEEE TRANSACTIONS ON PLASMA SCIENCE, 2020, 卷号: 48
作者:
Zhu, J. Q.
;
Shen, B.
;
Yuan, Qiping
;
Zhang, R. R.
;
Huang, Y.
收藏
  |  
浏览/下载:65/0
  |  
提交时间:2020/10/29
Real-time systems
Discharges (electric)
Graphics processing units
Memory management
Message systems
Tokamak devices
Long-pulse operation
parallel equilibrium reconstruction
P-EFIT
real-time storage
shared memory
Parallel reinforcement learning-based energy efficiency improvement for a cyber-physical system
期刊论文
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2020, 卷号: 7, 期号: 2, 页码: 617-626
作者:
Liu, Teng
;
Tian, Bin
;
Ai, Yunfeng
;
Wang, Fei-Yue
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2020/06/02
Bidirectional long short-term memory (LSTM) network
cyber-physical system (CPS)
energy management
parallel system
reinforcement learning (RL)
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