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A computational study on early vision for scientific contribution and engineering contribution

Research Project

Project/Area Number 20700279
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Bioinformatics/Life informatics
Research InstitutionThe University of Electro-Communications (2009-2011)
The Institute of Physical and Chemical Research (2008)

Principal Investigator

SATOH Shunji  電気通信大学, 大学院・情報システム学研究科, 准教授 (50333844)

Project Period (FY) 2008 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2011: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2010: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2009: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2008: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords脳型情報処理 / 視覚情報処理 / 数理モデル / 視覚数理モデル / V1野 / MT野 / コントラスト依存性 / 受容野モデル / OpenRTM / V1単純型細胞 / netCDF / 分数階微分 / 固視微動 / 時空間受容野 / 神経節細胞 / 運動知覚 / 初期視覚野 / 両眼性細胞 / Gaussian Derivative / コントラスト / 適応的画像処理
Research Abstract

Computational models of the early visual system were proposed based on theoretical analysis of spatio-temporal derivatives :(i) receptive fields of V1 neurons selective to binocular disparity, and(ii) selective to speed of moving stimuli. Moreover,(iii) a novel computational theory and a model of MT neurons were also derived from the theoretical analysis of the model(i) and(ii) above. As results of this MT research, complex neural properties of MT neurons and perceptual properties affected by image contrast were successfully accounted for by the single model of MT neurons. Software platform(s) have been developed to make computational research be more sustainable for large scale simulation of vision.

Report

(6 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report   Self-evaluation Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (60 results)

All 2012 2011 2010 2009 2008 Other

All Journal Article (17 results) (of which Peer Reviewed: 17 results) Presentation (40 results) Remarks (1 results) Patent(Industrial Property Rights) (2 results)

  • [Journal Article] Computational identitybetween digital image inpainting and filling-in process at the blind spot2012

    • Author(s)
      Shunji Satoh
    • Journal Title

      Neural Computing and Applications

      Volume: 21/4 Issue: 4 Pages: 613-621

    • DOI

      10.1007/s00521-011-0646-y

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Computational identity between digital image inpainting and filling-in process at the blind spot2012

    • Author(s)
      Shunji Satoh
    • Journal Title

      Neural Computing and Applications

      Volume: 21 Pages: 613-621

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Simulation Platform : A Cloud-Based Online Simulation Environment2011

    • Author(s)
      Tadashi Yamazaki, Hidetoshi Ikeno, Yoshihiro Okumura, Shunji Satoh, Yoshimi Kamiyama, Yutaka Hirata, Keiichiro Inagaki, Akito Ishihara, Takayuki Kannon, Shiro Usui
    • Journal Title

      Neural Networks

      Volume: 24/7 Issue: 7 Pages: 693-698

    • DOI

      10.1016/j.neunet.2011.06.010

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Simulation Platform : A Cloud-Based Online Simulation Environment2011

    • Author(s)
      Tadashi Yamazaki, Hidetoshi Ikeno, Yoshihiro Okumura, Shunji Satoh, 他6名
    • Journal Title

      Neural Networks

      Volume: 24 Pages: 693-698

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Computational identity between digital image inpainting and filling-in process atthe blind spot2011

    • Author(s)
      Shunji Satoh
    • Journal Title

      Neural Computing and Applications. (accepted)

    • Related Report
      2010 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Neural implementation of coarse-to-fine processing in V1simple neurons2010

    • Author(s)
      Hiroaki Sasaki, Shunji Satoh, Shiro Usui
    • Journal Title

      Neurocomputing

      Volume: 73 Issue: 4-6 Pages: 867-873

    • DOI

      10.1016/j.neucom.2009.10.004

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Neural implementation of coarse-to-fine processing in V1 simple neurons2010

    • Author(s)
      Hiroaki Sasaki, Shunji Satoh, Shiro Usui
    • Journal Title

      Neurocomputing 73

      Pages: 867-873

    • Related Report
      2010 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Neural implementation of coarse-to-fine processing in V1 simple neurons2010

    • Author(s)
      Hiroaki Sasaki, Shunji Satoh, Shiro Usui
    • Journal Title

      Neurocomputing

      Volume: 73 Pages: 867-873

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Engineering-approach accelerates computational understanding of V1-V2 neural properties2009

    • Author(s)
      Shunji Satoh , Shiro Usui
    • Journal Title

      Cognitive Neurodynamics 3/1

      Pages: 1-8

    • Related Report
      2010 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Engineering-approach accelerates computational understanding of V1-V2 neural properties2009

    • Author(s)
      Shunji Satoh, Shiro Usui
    • Journal Title

      Cognitive Neurodynamics 3

      Pages: 1-8

    • Related Report
      2009 Annual Research Report 2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Neural implementation of coarse-to-fine processing in V1 simple neurons2009

    • Author(s)
      Hiroaki Sasaki, Shunji Satoh, Shiro Usui
    • Journal Title

      Neurocomputing 73

      Pages: 897-873

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Super resolution -another computational role of short-range horizontal connection in the primary visual cortex2009

    • Author(s)
      Hiroaki Sasaki, Shunji Satoh
    • Journal Title

      Neural Networks (印刷中)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Computational theory and applicationsof a filling-in process at the blindspot2008

    • Author(s)
      Shunji Satoh and Shiro Usui
    • Journal Title

      Neural Networks

      Volume: 21 Issue: 9 Pages: 1261-1271

    • DOI

      10.1016/j.neunet.2008.05.001

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Superresolution : another computationalrole of short-range horizontalconnection in the primary visualcortex2008

    • Author(s)
      Hiroaki Sasaki and Shunji Satoh
    • Journal Title

      Neural Networks

      Volume: 22/4 Issue: 4 Pages: 362-372

    • DOI

      10.1016/j.neunet.2008.12.001

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Computational theory and applications of a filling-in process at the blindspot2008

    • Author(s)
      Shunji Satoh , Shiro Usui
    • Journal Title

      Neural Networks 21

      Pages: 1261-1271

    • Related Report
      2010 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Super resolution: another computational role of short-range horizontal connection in the primaryvisual cortex2008

    • Author(s)
      Hiroaki Sasaki , Shunji Satoh
    • Journal Title

      Neural Networks 22/4

      Pages: 362-372

    • Related Report
      2010 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Computational theory and applications of a filling-in process at the blind spot2008

    • Author(s)
      Shunji Satoh, Shiro Usui
    • Journal Title

      Neural Networks 89

      Pages: 44-54

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] 運動知覚特性の画像工学的解釈と計算論モデルに関する研究2012

    • Author(s)
      外山敬介,佐藤俊治
    • Organizer
      Vision
    • Place of Presentation
      Tokyo
    • Year and Date
      2012-01-01
    • Related Report
      2011 Final Research Report
  • [Presentation] 運動知覚特性の画像工学的解釈と計算論モデルに関する研究2012

    • Author(s)
      外山敬介, 佐藤俊治
    • Organizer
      日本視覚学会
    • Place of Presentation
      工学院大学
    • Related Report
      2011 Annual Research Report
  • [Presentation] MT細胞特性と速度知覚特性の矛盾を計算論的に解く・協調的視覚研究の一考察2012

    • Author(s)
      佐藤俊治・占部一輝
    • Organizer
      東北大学共同プロジェクト研究会
    • Place of Presentation
      東北大学
    • Related Report
      2011 Annual Research Report
  • [Presentation] Computational Model Resolving a Paradox between Speed Perception and Neural Property of MTArea2011

    • Author(s)
      Shunji Satoh
    • Organizer
      JNNS, 2011
    • Place of Presentation
      Okinawa
    • Year and Date
      2011-12-16
    • Related Report
      2011 Final Research Report
  • [Presentation] Multi-GPU Acceleration of Optical Flow Computation in Visual Functional Simulation2011

    • Author(s)
      Junichi Ohmura, Akira Egashira, Shunji Satoh, Takefumi Miyoshi, Hidetsugu Irie and Tsutomu Yoshinaga
    • Organizer
      PDAA, 2011
    • Place of Presentation
      Osaka
    • Year and Date
      2011-12-02
    • Related Report
      2011 Final Research Report
  • [Presentation] Efficient Representation by Horizontal Connection in Primary Visual Cortex2011

    • Author(s)
      Hiroaki Sasaki, Shunji Satoh, Shiro Usui
    • Organizer
      ICONIP, 2010
    • Place of Presentation
      Sydney
    • Year and Date
      2011-11-23
    • Related Report
      2011 Final Research Report
  • [Presentation] Quick and easyaccess environment of modelsimulation in computational neuroscience2011

    • Author(s)
      Hidetoshi Ikeno, Tadashi Yamaaki, Yoshihiro Okumura, Shunji Satoh, Yoshimi Kamiyama, Yutaka Hirata, Keiichiro Inagaki, Akito Ishihara, Takayuki Kannon and Shiro Usui
    • Organizer
      INCF Congress of Neuroinformatics
    • Place of Presentation
      Boston
    • Year and Date
      2011-09-04
    • Related Report
      2011 Final Research Report
  • [Presentation] A large-scalewhole visual system model integrated by PLATO and its implementation on high performance computer2011

    • Author(s)
      Keiichiro Inagaki, Takayuki Kannon, Yoshimi Kamiyama, Shunji Satoh, Nilton Kamiji, Daiki Sone, KazukiUrabe and Shiro Usui
    • Organizer
      INCF Congress of Neuroinformatics
    • Place of Presentation
      Boston
    • Year and Date
      2011-09-04
    • Related Report
      2011 Final Research Report
  • [Presentation] Simulation Platform : Cloud-computingmeets computational neuroscience2011

    • Author(s)
      T Yamazaki, H Ikeno, Y Okumura, S Satoh, Y Hirata, A Ishihara, K Kannon, S Usui
    • Organizer
      CNS, 2011
    • Place of Presentation
      Sweden
    • Year and Date
      2011-07-27
    • Related Report
      2011 Final Research Report
  • [Presentation] 視覚神経系数理モデルシミュレーションのMPIによる並列化2011

    • Author(s)
      齋藤祐典,佐藤俊治,大村純一,三好健文,入江英嗣,吉永努
    • Organizer
      ハイパフォーマンスコンピューティング研究発表会
    • Place of Presentation
      Tokyo
    • Year and Date
      2011-05-10
    • Related Report
      2011 Final Research Report
  • [Presentation] 視覚神経系数理モデルシミュレーションのMPIによる並列化2011

    • Author(s)
      齋藤祐典, 佐藤俊治, 大村純一, 三好健文, 入江英嗣, 吉永努
    • Organizer
      ハイパフォーマンスコンピューティング研究発表会
    • Place of Presentation
      鬼怒川観光ホテル(震災による影響で延期)
    • Year and Date
      2011-03-15
    • Related Report
      2010 Annual Research Report
  • [Presentation] 速度知覚に関する計算論的考察と心理物理実験2011

    • Author(s)
      中畑達雄,佐藤俊治,阪口豊,佐藤好幸
    • Organizer
      Vision
    • Place of Presentation
      Tokyo
    • Year and Date
      2011-01-19
    • Related Report
      2011 Final Research Report
  • [Presentation] 速度知覚に関する計算論的考察と心理物理実験2011

    • Author(s)
      中畑達雄, 佐藤俊治, 阪口豊, 佐藤好幸
    • Organizer
      日本視覚学会
    • Place of Presentation
      工学院大学
    • Year and Date
      2011-01-19
    • Related Report
      2010 Annual Research Report
  • [Presentation] Multi-GPU Acceleration of Optical Flow Computation in Visual Functional Simulation2011

    • Author(s)
      Junichi Ohmura, Akira Egashira, Shunji Satoh, 他3名
    • Organizer
      PDAA11
    • Related Report
      2011 Annual Research Report
  • [Presentation] Computational Model Eesolving a Paradox between Speed Perception and Neural Property of MT Area2011

    • Author(s)
      Shunji Satoh
    • Organizer
      JNNS2011
    • Place of Presentation
      OIST
    • Related Report
      2011 Annual Research Report
  • [Presentation] Simulation Platform : Quick and easy access environment of model simulation in computational neuroscience2011

    • Author(s)
      Hidetoshi Ikeno, Tadashi Yamaaki, Yoshihiro Okumura, Shunji Satoh, 他6名
    • Organizer
      INCF Congress of Neuroinformatics
    • Place of Presentation
      Boston
    • Related Report
      2011 Annual Research Report
  • [Presentation] A large-scale whole visual system model integrated by PLATO and its implementation on high performance computer2011

    • Author(s)
      Keiichiro Inagaki, Takayuki Kannon, Yoshimi Kamiyama, Shunji Satoh, 他4名
    • Organizer
      INCF Congress of Neuroinformatics
    • Place of Presentation
      Boston
    • Related Report
      2011 Annual Research Report
  • [Presentation] Simulation Platform : Cloud-computing meets computational neuroscience2011

    • Author(s)
      T Yamazaki, H Ikeno, Y Okumura, S Satoh, 他4名
    • Organizer
      CNS 2011
    • Place of Presentation
      San Fransisco
    • Related Report
      2011 Annual Research Report
  • [Presentation] 画像処理マシンとして視覚を理解し応用する2011

    • Author(s)
      佐藤俊治
    • Organizer
      豊田中央研究所招待講演
    • Place of Presentation
      豊田中央研究所
    • Related Report
      2011 Annual Research Report
  • [Presentation] 速度知覚に関する計算論的考察と心理物理実験2011

    • Author(s)
      中畑達雄, 佐藤俊治, 阪口豊, 佐藤好幸
    • Organizer
      視覚学会全国大会
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] Brain science for image engineering and Engineers' view for vision science2010

    • Author(s)
      Shunji Satoh
    • Organizer
      ICONIP2010
    • Place of Presentation
      シドニー・オーストラリア(招待講演)
    • Year and Date
      2010-11-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] Efficient Representation by Horizontal Connection in Primary Visual Cortex2010

    • Author(s)
      Hiroaki Sasaki, Shunji Satoh
    • Organizer
      ICONIP2010
    • Place of Presentation
      シドニー・オーストラリア
    • Year and Date
      2010-11-23
    • Related Report
      2010 Annual Research Report
  • [Presentation] Kalmanfilter model can explain the temporalreceptive field of motion selective V1neurons2010

    • Author(s)
      Shunji Satoh, Yutaka Sakaguchi, Hiroaki Sasaki, Shiro Usui
    • Organizer
      Neuroscience Research
    • Place of Presentation
      Kobe
    • Year and Date
      2010-09-04
    • Related Report
      2011 Final Research Report
  • [Presentation] Simulation Platform : Model simulationon the cloud2010

    • Author(s)
      Shiro Usui, Tadashi Yamazaki, Hidetoshi Ikeno, Okumura Yoshihiro, Shunji Satoh, Kamiyama Yoshimi, Hirata Yutaka, Inagaki Keiichiro, Ishihara Akito, Kannon Takayuki, Kamiji Nilton, Akazawa Fumihiko
    • Organizer
      Neuroinformatics
    • Place of Presentation
      Kobe
    • Year and Date
      2010-08-30
    • Related Report
      2011 Final Research Report
  • [Presentation] Environment for an integrative modelsimulation2010

    • Author(s)
      Keiichiro Inagaki, Takayuki Kannon, Yoshimi Kamiyama, Shunji Satoh, Nilton Kamiji, Yutaka Hirata, Akito Ishihara, Hayaru Shouno, Shiro Usui
    • Organizer
      PLATO, Neuroinformatics
    • Place of Presentation
      Kobe
    • Year and Date
      2010-08-30
    • Related Report
      2011 Final Research Report
  • [Presentation] 神経生理学的・工学的制約を考慮した視覚計算論研究2010

    • Author(s)
      佐藤俊治
    • Organizer
      ニューロ・リハ・ロボ研究会
    • Place of Presentation
      東北大学
    • Year and Date
      2010-08-03
    • Related Report
      2010 Annual Research Report
  • [Presentation] Simulation Platform : Model simulation on the cloud2010

    • Author(s)
      Shiro Usui, Tadashi Yamazaki, Hidetoshi Ikeno, Okumura Yoshihiro, Shunji Satoh, Kamiyama Yoshimi, Hirata Yutaka, Inagaki Keiichiro, Ishihara Akito, Kannon Takayuki, Kamiji Nilton, Akazawa Fumihiko
    • Organizer
      Neuroinformatics 2010
    • Place of Presentation
      神戸コンベンションセンター
    • Year and Date
      2010-08-01
    • Related Report
      2010 Annual Research Report
  • [Presentation] V1野の非線形な応答を説明するエッジ検出モデル2010

    • Author(s)
      佐々木博昭, 佐藤俊治、臼井支朗
    • Organizer
      システム制御情報学会
    • Place of Presentation
      京都リサーチパーク
    • Year and Date
      2010-05-19
    • Related Report
      2010 Annual Research Report
  • [Presentation] V1野細胞の受容野と視差選択性細胞に関する計算論的考察2010

    • Author(s)
      佐藤俊治, 阪口豊, 臼井支朗
    • Organizer
      電気通信学会NC研究会
    • Place of Presentation
      玉川大学
    • Year and Date
      2010-03-09
    • Related Report
      2009 Annual Research Report
  • [Presentation] V1野細胞の受容野と視差選択性細胞に関する計算論的考察2010

    • Author(s)
      佐藤俊治, 阪口豊, 臼井支朗
    • Organizer
      ニューロコンピューティング研究会
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] Brain science for image engineering and Engineers' view forvision science2010

    • Author(s)
      Shunji Satoh
    • Organizer
      ICONIP2010
    • Place of Presentation
      招待講演
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] Kalman filter model can explain the temporal receptive field of motion selective V1 neurons2010

    • Author(s)
      Shunji Satoh, Yutaka Sakaguchi, Hiroaki Sasaki, Shiro Usui
    • Organizer
      Neuro2010
    • Related Report
      2010 Annual Research Report 2010 Self-evaluation Report
  • [Presentation] A Next Generation Modeling Environment PLATO2009

    • Author(s)
      Shiro Usui, Keiichiro Inagaki, Takayuki Kannon, Yoshimi Kamiyama, Shunji Satoh, Nilton L. Kamiji, Yutaka Hirata, Akito Ishihara, and Hayaru Shouno
    • Organizer
      ICONIP, 2009
    • Place of Presentation
      Thailand
    • Year and Date
      2009-12-01
    • Related Report
      2011 Final Research Report
  • [Presentation] 一般化 Gaussian Derivative によるV1受容野のモデル2009

    • Author(s)
      佐藤俊治, 阪口豊, 臼井支朗
    • Organizer
      日本神経回路学会第19回全国大会
    • Place of Presentation
      東北大学
    • Year and Date
      2009-09-25
    • Related Report
      2009 Annual Research Report
  • [Presentation] 分数階微分ガウス関数によるV1単純型細胞の時空間受容野モデル2009

    • Author(s)
      佐藤俊治, 臼井支朗
    • 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
    • Place of Presentation
      玉川大学
    • Year and Date
      2009-03-12
    • Related Report
      2008 Annual Research Report
  • [Presentation] 脳の大規模数理モデル構築共有プラットフォーム2009

    • Author(s)
      観音隆幸, 槙村浩司, Kamiji Nilton Liuji, 佐藤俊治, 臼井支朗
    • 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
    • Place of Presentation
      玉川大学
    • Year and Date
      2009-03-11
    • Related Report
      2008 Annual Research Report
  • [Presentation] 一般化Gaussian Derivative によるV1受容野のモデル~両眼視差・運動方向選択性受容野モデルとその工学的利点~2009

    • Author(s)
      佐藤俊治、臼井支朗、阪口豊
    • Organizer
      日本神経回路学会全国大会
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] A Next Generation Modeling Environment PLATO: Platform for Collaborative Brain System Modeling2009

    • Author(s)
      Shiro Usui, Keiichiro Inagaki, Takayuki Kannon, Yoshimi Kamiyama, Shunji Satoh, Nilton L.Kamiji, Yutaka Hirata, Akito Ishihara, Hayaru Shouno
    • Organizer
      ICONIP2009
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] 特徴抽出問題の解として導出されるV1細胞受容野のモデル2008

    • Author(s)
      佐藤俊治, 臼井支朗
    • Organizer
      神経回路学会第十八回全国大会
    • Place of Presentation
      筑波大学
    • Year and Date
      2008-09-25
    • Related Report
      2008 Annual Research Report
  • [Presentation] V1細胞受容野の時空間特性を説明する数理モデル2008

    • Author(s)
      佐々木博昭, 佐藤俊治, 臼井支朗
    • Organizer
      神経回路学会第十八回全国大会
    • Place of Presentation
      筑波大学
    • Year and Date
      2008-09-25
    • Related Report
      2008 Annual Research Report
  • [Remarks] (構築中)

    • Related Report
      2011 Final Research Report
  • [Patent(Industrial Property Rights)] 画像処理装置,画像処理方法,ならびに,プログラム2009

    • Inventor(s)
      佐藤俊治,臼井支朗
    • Industrial Property Rights Holder
      理化学研究所
    • Industrial Property Number
      2008-086210
    • Filing Date
      2009-10-15
    • Related Report
      2011 Final Research Report
  • [Patent(Industrial Property Rights)] 画像処理装置、画像処理方法、ならびに、プログラム2008

    • Inventor(s)
      佐藤俊治, 臼井支朗
    • Industrial Property Rights Holder
      理化学研究所
    • Industrial Property Number
      2008-086210
    • Filing Date
      2008-03-28
    • Acquisition Date
      2009-10-15
    • Related Report
      2010 Self-evaluation Report

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Published: 2008-04-01   Modified: 2016-04-21  

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