A Batch Normalization Free Binarized Convolutional Deep Neural Network on an FPGA

被引：9
|
作者：
Nakahara, Hiroki [1 ]
Yonekawa, Haruyoshi [1 ]
Iwamoto, Hisashi [2 ]
Motomura, Masato [3 ]
机构：
[1] Tokyo Inst Technol, Tokyo, Japan
[2] Poco A Poco Networks, Osaka, Japan
[3] Hokkaido Univ, Sapporo, Hokkaido, Japan
来源：
FPGA'17: PROCEEDINGS OF THE 2017 ACM/SIGDA INTERNATIONAL SYMPOSIUM ON FIELD-PROGRAMMABLE GATE ARRAYS | 2017年
关键词：
Binarized Deep Neural Network; FPGA;
D O I：
10.1145/3020078.3021782
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
引用
收藏
页码：290 / 290
页数：1
相关论文
共 50 条
  • [1] On-chip Memory Based Binarized Convolutional Deep Neural Network Applying Batch Normalization Free Technique on an FPGA
    Yonekawa, Haruyoshi
    Nakahara, Hiroki
    [J]. 2017 IEEE INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS (IPDPSW), 2017, : 98 - 105
  • [2] All Binarized Convolutional Neural Network and Its implementation on an FPGA
    Shimoda, Masayuki
    Sato, Shimpei
    Nakahara, Hiroki
    [J]. 2017 INTERNATIONAL CONFERENCE ON FIELD PROGRAMMABLE TECHNOLOGY (ICFPT), 2017, : 291 - 294
  • [3] A Deep Convolutional Neural Network with Batch Normalization Approach for Plant Disease Detection
    Albogamy, R. Fahad
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2021, 21 (09): : 51 - 62
  • [4] A Fully Connected Layer Elimination for a Binarized Convolutional Neural Network on an FPGA
    Nakahara, Hiroki
    Fujii, Tomoya
    Sato, Shimpei
    [J]. 2017 27TH INTERNATIONAL CONFERENCE ON FIELD PROGRAMMABLE LOGIC AND APPLICATIONS (FPL), 2017,
  • [5] A Threshold Neuron Pruning for a Binarized Deep Neural Network on an FPGA
    Fujii, Tomoya
    Sato, Shimpei
    Nakahara, Hiroki
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2018, E101D (02): : 376 - 386
  • [6] FPGA Implementation of a Binarized Dual Stream Convolutional Neural Network for Service Robots
    Yoshimoto, Yuma
    Tamukoh, Hakaru
    [J]. JOURNAL OF ROBOTICS AND MECHATRONICS, 2021, 33 (02) : 386 - 399
  • [7] Development of Deep Convolutional Neural Network with Adaptive Batch Normalization Algorithm for Bearing Fault Diagnosis
    Fu, Chao
    Lv, Qing
    Lin, Hsiung-Cheng
    [J]. SHOCK AND VIBRATION, 2020, 2020
  • [8] Diesel Engine Misfire Diagnosis with Deep Convolutional Neural Network Using Dropout and Batch Normalization
    Zhang, Kang
    Tao, Jianfeng
    Qin, Chengjin
    Li, Weixing
    Liu, Chengliang
    [J]. Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2019, 53 (08): : 159 - 166
  • [9] A Memory-Based Realization of a Binarized Deep Convolutional Neural Network
    Nakahara, Hiroki
    Yonekawa, Haruyoshi
    Sasao, Tsutomu
    Iwamoto, Hisashi
    Motomura, Masato
    [J]. 2016 INTERNATIONAL CONFERENCE ON FIELD-PROGRAMMABLE TECHNOLOGY (FPT), 2016, : 277 - 280
  • [10] Deep Binarized Convolutional Neural Network Inferences over Encrypted Data
    Zhou, Junwei
    Li, Junjiong
    Panaousis, Emmanouil
    Liang, Kaitai
    [J]. 2020 7TH IEEE INTERNATIONAL CONFERENCE ON CYBER SECURITY AND CLOUD COMPUTING (CSCLOUD 2020)/2020 6TH IEEE INTERNATIONAL CONFERENCE ON EDGE COMPUTING AND SCALABLE CLOUD (EDGECOM 2020), 2020, : 160 - 167
12345