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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)  |  Favorite  |  View/Download:92/3  |  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
Favorite  |  View/Download:58/0  |  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)  |  Favorite  |  View/Download:74/7  |  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)  |  Favorite  |  View/Download:154/8  |  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)  |  Favorite  |  View/Download:50/6  |  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
Favorite  |  View/Download:190/0  |  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
View  |  Adobe PDF(200Kb)  |  Favorite  |  View/Download:164/25  |  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)
View  |  Adobe PDF(321Kb)  |  Favorite  |  View/Download:294/84  |  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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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)
View  |  Adobe PDF(1243Kb)  |  Favorite  |  View/Download:153/22  |  Submit date:2017/07/16