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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：174/50  |  提交时间：2023/03/20
Deep neural networks  compression  quantization  post-training quantization  
QSFM: Model Pruning Based on Quantified Similarity Between Feature Maps for AI on Edge 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2022, 卷号: 9, 期号: 23, 页码: 24506-24515
作者:  Wang, Zidu;  Liu, Xuexin;  Huang, Long;  Chen, Yunqing;  Zhang, Yufei;  Lin, Zhikang;  Wang, Rui
收藏  |  浏览/下载：134/0  |  提交时间：2023/02/22
Tensors  Internet of Things  Convolution  Three-dimensional displays  Quantization (signal)  Hardware  Training  Edge computing  filter pruning  Internet of Things (IoT)  model compression  neural networks  
Stronger wind, smaller tree: Testing tree growth plasticity through a modeling approach 期刊论文
FRONTIERS IN PLANT SCIENCE, 2022, 卷号: 13, 页码: 17
作者:  Wang, Haoyu;  Hua, Jing;  Kang, Mengzhen;  Wang, Xiujuan;  Fan, Xing-Rong;  Fourcaud, Thierry;  de Reffye, Philippe
Adobe PDF(6783Kb)  |  收藏  |  浏览/下载：295/59  |  提交时间：2023/01/09
functional-structural plant model  mechanical model  critical wind speed  tree breakage  optimization  thigmomorphogenesis  
Meta Graph Transformer: A Novel Framework for Spatial-Temporal Traffic Prediction 期刊论文
NEUROCOMPUTING, 2022, 卷号: 491, 页码: 544-563
作者:  Ye, Xue;  Fang, Shen;  Sun, Fang;  Zhang, Chunxia;  Xiang, Shiming
Adobe PDF(3491Kb)  |  收藏  |  浏览/下载：226/27  |  提交时间：2022/09/19
Traffic prediction  Spatial-temporal modeling  Meta-learning  Attention mechanism  Deep learning  
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：264/26  |  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  
RGBT Tracking by Trident Fusion Network 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2022, 卷号: 32, 期号: 2, 页码: 579-592
作者:  Zhu, Yabin;  Li, Chenglong;  Tang, Jin;  Luo, Bin;  Wang, Liang
收藏  |  浏览/下载：216/0  |  提交时间：2022/06/06
Feature extraction  Convolution  Target tracking  Training  Aggregates  Visualization  Benchmark testing  RGBT tracking  feature aggregation  feature pruning  trident architecture  
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：292/32  |  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)  
DATA: Differentiable ArchiTecture Approximation With Distribution Guided Sampling 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021, 卷号: 43, 期号: 9, 页码: 2905-2920
作者:  Zhang, Xinbang;  Chang, Jianlong;  Guo, Yiwen;  Meng, Gaofeng;  Xiang, Shiming;  Lin, Zhouchen;  Pan, Chunhong
Adobe PDF(1346Kb)  |  收藏  |  浏览/下载：305/50  |  提交时间：2021/11/02
Computer architecture  Search problems  Optimization  Task analysis  Bridges  Binary codes  Estimation  Neural architecture search(NAS)  ensemble gumbel-softmax  distribution guided sampling  
You Only Search Once: Single Shot Neural Architecture Search via Direct Sparse Optimization 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021, 卷号: 43, 期号: 9, 页码: 2891-2904
作者:  Zhang, Xinbang;  Huang, Zehao;  Wang, Naiyan;  Xiang, Shiming;  Pan, Chunhong
Adobe PDF(1271Kb)  |  收藏  |  浏览/下载：288/56  |  提交时间：2021/11/02
Computer architecture  Optimization  Learning (artificial intelligence)  Task analysis  Acceleration  Evolutionary computation  Convolution  Neural architecture search(NAS)  convolution neural network  sparse optimization  
3DTDesc: learning local features using 2D and 3D cues 期刊论文
MACHINE VISION AND APPLICATIONS, 2021, 卷号: 32, 期号: 3, 页码: 15
作者:  Xing, Xiaoxia;  Cai, Yinghao;  Lu, Tao;  Yang, Yiping;  Wen, Dayong
Adobe PDF(6292Kb)  |  收藏  |  浏览/下载：311/41  |  提交时间：2021/04/06
Geometric feature  Texture feature  Fusion method  Registration