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Knowledge Commons of Institute of Automation,CAS
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ECBC: Efficient Convolution via Blocked Columnizing
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 13
Authors:
Zhao, Tianli
;
Hu, Qinghao
;
He, Xiangyu
;
Xu, Weixiang
;
Wang, Jiaxing
;
Leng, Cong
;
Cheng, Jian
Adobe PDF(3003Kb)
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View/Download:92/3
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Submit date: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)
Hardware acceleration of CNN with one-hot quantization of weights and activations
会议论文
, Grenoble, France, 2020-3
Authors:
Li, Gang
;
Wang, Peisong
;
Liu, Zejian
;
Leng, Cong
;
Cheng, Jian
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View/Download:58/0
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Submit date:2020/10/20
EEDNet: Enhanced Encoder-Decoder Network for AutoISP
会议论文
, Virtual, 2020
Authors:
Zhu, yu
;
Guo, Zhenyu
;
Liang, Tian
;
He, Xiangyu
;
Li, Chenghua
;
Leng, Cong
;
Jiang, Bo
;
Zhang, Yifan
;
Cheng, Jian
Adobe PDF(4493Kb)
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View/Download:74/7
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Submit date:2022/07/01
BitStream: An efficient framework for inference of binary neural networks on CPUs
期刊论文
PATTERN RECOGNITION LETTERS, 2019, 卷号: 125, 页码: 303-309
Authors:
Jiang, Yanshu
;
Zhao, Tianli
;
He, Xiangyu
;
Leng, Cong
;
Cheng, Jian
Adobe PDF(1252Kb)
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View/Download:154/8
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Submit date:2019/12/16
Convolutional neural networks
Binary neural networks
Image classification
A System-Level Solution for Low-Power Object Detection
会议论文
, Seoul, Korea, 2019
Authors:
Li, Fanrong
;
Mo, Zitao
;
Wang, Peisong
;
Liu, Zejian
;
Zhang, Jiayun
;
Li, Gang
;
Hu, Qinghao
;
He, Xiangyu
;
Leng, Cong
;
Zhang, Yang
;
Cheng, Jian
Adobe PDF(869Kb)
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View/Download:50/6
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Submit date:2022/06/14
Quantized CNN: A Unified Approach to Accelerate and Compress Convolutional Networks
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 10, 页码: 4730-4743
Authors:
Cheng, Jian
;
Wu, Jiaxiang
;
Leng, Cong
;
Wang, Yuhang
;
Hu, Qinghao
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View/Download:190/0
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Submit date:2019/12/16
Acceleration And Compression
Convolutional Neural Network (Cnn)
Mobile Devices
Product Quantization
Extremely Low Bit Neural Network: Squeeze the Last Bit Out with ADMM
会议论文
, 美国新奥尔良, 2018年2月2-8日
Authors:
Cong,Leng
;
Zesheng,Dou
;
Hao,Li
;
Shenghuo,Zhu
;
Rong,Jin
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Adobe PDF(200Kb)
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View/Download:164/25
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Submit date:2019/10/10
Admm
Low-bits
Quantized Convolutional Neural Networks for Mobile Devices
会议论文
, Las Vegas, U.S., 2016-6
Authors:
Wu JX(吴家祥)
;
Leng C(冷聪)
;
Wang YH(王宇航)
;
Hu QH(胡庆浩)
;
Cheng J(程健)
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  |  
Adobe PDF(321Kb)
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View/Download:294/84
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Submit date:2017/07/16
基于哈希的近似近邻搜索方法研究
学位论文
, 北京: 中国科学院大学, 2016
Authors:
冷聪
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Submit date:2016/06/28
近似近邻搜索
哈希函数
在线学习
分布式学习
集成学习
三维重建
Shoot to Know What: An Application of Deep Networks on Mobile Devices
会议论文
, Phoenix, U.S., 2016-2
Authors:
Wu JX(吴家祥)
;
Hu QH(胡庆浩)
;
Leng C(冷聪)
;
Cheng J(程健)
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Adobe PDF(1243Kb)
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View/Download:153/22
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Submit date:2017/07/16