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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：309/35  |  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  
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：337/42  |  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)  
Real-Time Multi-Guidewire Endpoint Localization in Fluoroscopy Images 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2021, 卷号: 40, 期号: 8, 页码: 2002-2014
作者:  Li, Rui-Qi;  Xie, Xiao-Liang;  Zhou, Xiao-Hu;  Liu, Shi-Qi;  Ni, Zhen-Liang;  Zhou, Yan-Jie;  Bian, Gui-Bin;  Hou, Zeng-Guang
Adobe PDF(2266Kb)  |  收藏  |  浏览/下载：398/61  |  提交时间：2021/11/02
Location awareness  Surgery  Instruments  Task analysis  Detectors  Real-time systems  Retina  Guidewire endpoint  keypoint localization  surgical instrument  
Novel Feature Fusion Module-Based Detector for Small Insulator Defect Detection 期刊论文
IEEE SENSORS JOURNAL, 2021, 卷号: 21, 期号: 15, 页码: 16807-16814
作者:  Gao, Zishu;  Yang, Guodong;  Li, En;  Liang, Zize
Adobe PDF(2447Kb)  |  收藏  |  浏览/下载：250/5  |  提交时间：2021/11/02
Feature extraction  Insulators  Sensors  Image segmentation  Inspection  Fuses  Support vector machines  Insulator defect detection  anchor-free object detection  data augmentation  aerial image  
Efficient Parallel Branch Network With Multi-Scale Feature Fusion for Real-Time Overhead Power Line Segmentation 期刊论文
IEEE SENSORS JOURNAL, 2021, 卷号: 21, 期号: 10, 页码: 12220-12227
作者:  Gao, Zishu;  Yang, Guodong;  Li, En;  Liang, Zize;  Guo, Rui
Adobe PDF(1352Kb)  |  收藏  |  浏览/下载：410/74  |  提交时间：2021/06/07
Convolution  Feature extraction  Image segmentation  Inspection  Wires  Sensors  Real-time systems  Real-time segmentation  lightweight network  dilated depth-wise convolution  power line inspection  
Joint Anchor-Feature Refinement for Real-Time Accurate Object Detection in Images and Videos 期刊论文
IEEE Transactions on Circuits and Systems for Video Technology, 2020, 卷号: 无, 期号: 无, 页码: 无
作者:  Chen, Xingyu;  Yu, Junzhi;  Kong, Shihan;  Wu, Zhengxing;  Wen, Li
浏览  |  Adobe PDF(4122Kb)  |  收藏  |  浏览/下载：261/62  |  提交时间：2020/06/08
Object detection  Neural networks  Computer vision  Deep learning  
Recurrent Prediction with Spatio-temporal Attention for Crowd Attribute Recognition 期刊论文
IEEE Transactions on Circuits and Systems for Video Technology, 2019, 卷号: 30, 期号: Early Access, 页码: 1 - 1
作者:  Li, Qiaozhe;  Zhao, Xin;  He, Ran;  Huang, Kaiqi
浏览  |  Adobe PDF(2648Kb)  |  收藏  |  浏览/下载：425/108  |  提交时间：2020/01/14
Crowd video understanding , Attribute recognition , Attention mechanism , Multi-label classification