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Integration of visual information processing system for spatial perception by motion stereo vision

Research Project

Project/Area Number 15K18044
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Electron device/Electronic equipment
Research InstitutionTohoku University

Principal Investigator

Akima Hisanao  東北大学, 電気通信研究所, 助教 (40707840)

Research Collaborator KAWAKAMI Susumu  
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords運動立体視 / 空間認識 / LSI / 神経回路網モデル / Hough変換 / 視覚情報処理
Outline of Final Research Achievements

Spatial perception is indispensable to achieve such as self-driving cars and autonomous mobile robots. The purpose of this research is to construct a spatial perception system with high power performance ratio by developing an LSI for the neural network model of motion stereo vision in which spatial perception is performed based on visual motion. The optimal virtual connection schemes were adopted for each stage of the model to implement a huge number of neural connections into a limited chip area. A real-time spatial perception system was also developed for actual environment testing. As a result, the optical flow corresponding to an approaching object was successfully detected in 30 frames per second, and the power performance ratio of more than 100 times higher than a conventional CPU was achieved.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (38 results)

All 2018 2017 2016 2015 Other

All Int'l Joint Research (3 results) Journal Article (9 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 8 results,  Open Access: 1 results,  Acknowledgement Compliant: 2 results) Presentation (25 results) (of which Int'l Joint Research: 16 results,  Invited: 2 results) Book (1 results)

  • [Int'l Joint Research] Polytechnic University of Catalonia(Spain)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] Polytechnic University of Catalonia(Spain)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] Polytechnic University of Catalonia(Spain)

    • Related Report
      2015 Research-status Report
  • [Journal Article] Carrier properties of B atomic-layer-doped Si films grown by ECR Ar plasma-enhanced CVD without substrate heating2017

    • Author(s)
      M. Sakuraba, K. Sugawara, T. Nosaka, H. Akima, S. Sato
    • Journal Title

      Science and Technology of Advanced Materials

      Volume: 18 Issue: 1 Pages: 294-306

    • DOI

      10.1080/14686996.2017.1312520

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Quantum Associative Memory with Quantum Neural Network via Adiabatic Hamiltonian Evolution2017

    • Author(s)
      Y. Osakabe, H. Akima, M. Sakuraba, M. Kinjo, S. Sato
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E100.D Issue: 11 Pages: 2683-2689

    • DOI

      10.1587/transinf.2017EDP7138

    • NAID

      130006191596

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Electrical properties and B depth profiles of in-situ B doped Si films grown by ECR Ar plasma CVD without substrate heating2016

    • Author(s)
      K. Motegi, N. Ueno, M. Sakuraba, Y. Osakabe, H. Akima, and S. Sato
    • Journal Title

      Materials Science in Semiconductor Processing

      Volume: - Pages: 50-54

    • DOI

      10.1016/j.mssp.2016.10.030

    • Related Report
      2017 Annual Research Report 2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Electronic properties of Si/Si-Ge Alloy/Si(100) heterostructures formed by ECR Ar plasma CVD without substrate heating2016

    • Author(s)
      N. Ueno, M. Sakuraba, Y. Osakabe, H. Akima, and S. Sato
    • Journal Title

      Materials Science in Semiconductor Processing

      Volume: - Pages: 55-62

    • DOI

      10.1016/j.mssp.2016.09.035

    • Related Report
      2017 Annual Research Report 2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Silicon-Carbon alloy film formation on Si(100) using SiH4 and CH4 reaction under low-energy ECR Ar plasma irradiation2016

    • Author(s)
      S. Sasaki, M. Sakuraba, H. Akima, and S. Sato
    • Journal Title

      Materials Science in Semiconductor Processing

      Volume: - Pages: 188-192

    • DOI

      10.1016/j.mssp.2016.10.046

    • Related Report
      2017 Annual Research Report 2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] CMOS Majority Circuit with Large Fan-In2016

    • Author(s)
      H. Akima, Y. Katayama, M. Sakuraba, K. Nakajima, J. Madrenas, and S.Sato
    • Journal Title

      IEICE Transactions on Electronics

      Volume: E99.C Issue: 9 Pages: 1056-1064

    • DOI

      10.1587/transele.E99.C.1056

    • NAID

      130005262050

    • ISSN
      0916-8524, 1745-1353
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Analogue spin orbit torque device for artificial-neural-network-based associative memory operation2016

    • Author(s)
      W. A. Borders, H. Akima, S. Fukami, S. Moriya, S. Kurihara, Y. Horio, S. Sato, and H. Ohno
    • Journal Title

      Applied Physics Express

      Volume: 10 Issue: 1 Pages: 1-4

    • DOI

      10.7567/apex.10.013007

    • NAID

      210000135729

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Size-dependent regulation of synchronized activity in living neuronal networks2016

    • Author(s)
      Hideaki Yamamoto, Shigeru Kubota, Yudai Chida, Mayu Morita, Satoshi Moriya, Hisanao Akima, Shigeo Sato, Ayumi Hirano-Iwata, Takashi Tanii, and Michio Niwano
    • Journal Title

      Physicai Review E

      Volume: 94 Issue: 1 Pages: 012407-012407

    • DOI

      10.1103/physreve.94.012407

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] LSI Implementation of Neural Network Model for Detecting Local Image Motion in Motion Stereo Vision2015

    • Author(s)
      秋間学尚, 佐藤茂雄
    • Journal Title

      The Brain & Neural Networks

      Volume: 22 Issue: 4 Pages: 152-161

    • DOI

      10.3902/jnns.22.152

    • NAID

      130005124624

    • ISSN
      1340-766X, 1883-0455
    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Presentation] Epitaxy and In-Situ Doping of Group-IV Semiconductors by Low-Energy Plasma CVD for Nanoelectronics2018

    • Author(s)
      M. Sakuraba, H. Akima, S. Sato
    • Organizer
      11th Int. WorkShop on New Group IV Semiconductor Nanoelectronics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Crystallinity Improvement in B-Doped Si and Its Influence upon Si-Ge p+-n Junctions Formed by ECR Ar Plasma CVD2018

    • Author(s)
      W. Li, N. Kato, M. Sakuraba, H. Akima, S. Sato
    • Organizer
      11th Int. WorkShop on New Group IV Semiconductor Nanoelectronics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Epitaxial Growth of In-Situ P-Doped Si Films by ECR Ar Plasma CVD without Substrate Heating2018

    • Author(s)
      N. Kato, W. Li, M. Sakuraba, H. Akima, S. Sato
    • Organizer
      11th Int. WorkShop on New Group IV Semiconductor Nanoelectronics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Hebbian and anti-Hebbian learning for a qunatum associative memory2018

    • Author(s)
      S. Sato, Y. Osakabe, H. Akima, M. Sakuraba
    • Organizer
      The 6th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Design considerations for real-time digital architectures emulating spiking neural models2018

    • Author(s)
      J. Madrenas, M. Zapata, H. Akima, S. Sato
    • Organizer
      The 6th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Synchronization of spontaneous activity in modular neuronal network models2018

    • Author(s)
      S. Moriya, H. Yamamoto, H. Akima, S. Kubota, M. Niwano, A. Hirano-Iwata, S. Sato
    • Organizer
      The 6th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Spatial perception system based on motion stereo vision in cortex2018

    • Author(s)
      S. Kurihara, H. Akima, S. Kawakami, J. Madrenas, S. Moriya, M. Yano, K. Nakajima, M. Sakuraba, S. Sato
    • Organizer
      The 6th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Vision LSI for Spatial Perception Based on Motion Stereo Vision2018

    • Author(s)
      H. Akima, S. Kurihara, S. Moriya, S. Kawakami, J. Madrenas, M. Yano, K. Nakajima, M. Sakuraba, S. Sato
    • Organizer
      The 5th International Symposium on Brainware LSI
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Neuro-inspired Quantum Learning Rule Inspired by Boltzmann Machine2018

    • Author(s)
      Y. Osakabe, H. Akima, M. Sakuraba, M. Kinjo, S. Sato
    • Organizer
      APS March Meeting 2018
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ECR ArプラズマCVDにより形成したSi-Ge系p+-n接合へのBドープSiの結晶性改善の影響2018

    • Author(s)
      李武, 上野尚文, 加藤永史, 櫻庭政夫, 秋間学尚, 佐藤茂雄
    • Organizer
      第65回応用物理学会春季学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 運動立体視に基づき空間を認識する視覚情報処理システム2018

    • Author(s)
      栗原祥太,秋間学尚,川上進,Jordi Madrenas, 守谷哲、矢野雅文、中島康治、櫻庭政夫、佐藤茂雄
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] スピン軌道トルク磁気メモリデバイスを用いた自己連想記憶2017

    • Author(s)
      秋間学尚, Borders William, 深見俊輔, 守谷哲, 栗原祥太, Kurenkov Alexander, 下橋亮太, 堀尾喜彦, 佐藤茂雄, 大野英男
    • Organizer
      2017年 電子情報通信学会 総合大会
    • Place of Presentation
      名城大学
    • Year and Date
      2017-03-22
    • Related Report
      2016 Research-status Report
  • [Presentation] Neuro-inspired Quantum Associative Memory Using Adiabatic Hamiltonian Evolution2017

    • Author(s)
      Y. Osakabe, S. Sato, H. Akima, M. Sakuraba, M. Kinjo
    • Organizer
      Joint Conf. on Neural Networks (IJCNN 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Modularity-Dependent Modulation of Synchronized Bursting Activity in Cultured Neuronal Network Models2017

    • Author(s)
      S. Moriya, H. Yamamoto, H. Akima, A. Hirano-Iwata, M. Niwano, S. Kubota, S. Sato
    • Organizer
      Joint Conf. on Neural Networks (IJCNN 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Complexity Reduction of Neural Network Model for Local Motion Detection in Motion Stereo Vision2017

    • Author(s)
      H. Akima, S. Kawakami, J. Madrenas, S. Moriya, M. Yano, K. Nakajima, M. Sakuraba, S. Sato
    • Organizer
      Int. Conf. on Neural Information Processing (ICONIP 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Comparison between Ising Hamiltonian and Neuro-inspired Hamiltonian for Quantum Associative Memory, Abs. Adiabatic Quantum Computing2017

    • Author(s)
      Y. Osakabe
    • Organizer
      Conference 2017 (AQC 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Neuro-inspired Quantum Associative Memory Model2017

    • Author(s)
      Y. Osakabe, H. Akima, M. Sakuraba, M. Kinjo, S. Sato
    • Organizer
      The 30th International Symposium on Superconductivity (ISS2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Si系半導体デバイス高性能化に向けたSi/Si-Ge 混晶ヘテロ接合形成プロセスに関する研究2017

    • Author(s)
      李武, 上野尚文, 加藤永史, 櫻庭政夫, 秋間学尚, 佐藤茂雄
    • Organizer
      第72回応用物理学会東北支部学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 運動立体視の神経回路網モデルに基づいた空間認識システムの構築2017

    • Author(s)
      栗原祥太,秋間学尚,川上進,Jordi Madrenas, 守谷哲、矢野雅文、中島康治、櫻庭政夫、佐藤茂雄
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] モジュール構造型神経回路モデルにおける同期活動のメカニズム2017

    • Author(s)
      守谷哲, 山本英明, 井手克哉, 秋間学尚, 平野愛弓, 庭野道夫, 久保田繁, 佐藤茂雄
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] アナログスピントロニクス素子とその人工神経回路網応用2017

    • Author(s)
      秋間学尚, William Borders, 深見俊輔, 守谷哲, 栗原祥太, Aleksandr Kurenkov, 堀尾喜彦, 佐藤茂雄, 大野英男
    • Organizer
      電子情報通信学会マルチメディアストレージ研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Local motion detection LSI based on motion stereo vision in cortex2017

    • Author(s)
      S. Kurihara, S. Kawakami , J. Madrenas, S. Moriya, M. Yano, K. Nakajima, M. Sakuraba, S. Sato
    • Organizer
      第27回 日本神経回路学会全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] VLSI design of a neural network model for detecting planar surface from local image motion2016

    • Author(s)
      H. Akima, S. Moriya, S. Kawakami, M. Yano, K. Nakajima, M. Sakuraba, and S. Sato
    • Organizer
      25th International Conference on Artificial Neural Networks (ICANN 2016)
    • Place of Presentation
      Barcelona, Spain
    • Year and Date
      2016-09-06
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Learning Method for a Quantum Bit Network2016

    • Author(s)
      Y. Osakabe, S. Sato, M. Kinjo, K. Nakajima, H. Akima, and M. Sakuraba
    • Organizer
      25th International Conference on Artificial Neural Networks (ICANN 2016)
    • Place of Presentation
      Barcelona, Spain
    • Year and Date
      2016-09-06
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 局所運動を統合して平面の空間認識を行う神経網モデルのLSI化2016

    • Author(s)
      守谷哲, 秋間学尚, 川上進, 矢野雅文, 中島康治, 櫻庭政夫, 佐藤茂雄
    • Organizer
      2016年電子情報通信学会 総合大会
    • Place of Presentation
      九州大学 伊都キャンパス(福岡県福岡市)
    • Year and Date
      2016-03-16
    • Related Report
      2015 Research-status Report
  • [Book] Chemical Vapor Deposition (CVD): Types, Uses and Selected Research2017

    • Author(s)
      Masao Sakuraba, Hisanao Akima and Shigeo Sato
    • Total Pages
      126
    • Publisher
      Nova Science Publishers, Inc.
    • Related Report
      2016 Research-status Report

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

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