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Evolutionary automatic construction of cellular networks for image processing and recognition

Research Project

Project/Area Number 26280056
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Perceptual information processing
Research InstitutionYokohama National University

Principal Investigator

NAGAO TOMOHARU  横浜国立大学, 大学院環境情報研究院, 教授 (10180457)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥16,380,000 (Direct Cost: ¥12,600,000、Indirect Cost: ¥3,780,000)
Fiscal Year 2016: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2015: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2014: ¥7,540,000 (Direct Cost: ¥5,800,000、Indirect Cost: ¥1,740,000)
Keywords知能情報処理 / 進化計算法 / 人工知能 / 機械学習 / 画像処理 / 画像認識 / セル型回路 / 遺伝的アルゴリズム / 画像、文章、音声等認識 / アルゴリズム / システムオンチップ
Outline of Final Research Achievements

The way to perform image processing and recognition using the cellular network which arranged a small-scale circuit which consists of rather simple functions in lattice grid has been researched in this project. In this method, evolutional computation, which is a kind of optimization, was employed to construct the adequate cellular network for a given task automatically. We applied the method to the tasks such as super-resolution, image segmentation and semantic segmentation and so on, and verified the effectiveness of the method. This method has a big advantage that it is possible to construct various processing just by determining a small-scale circuit, and the method is also practical.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (26 results)

All 2017 2016 2015 2014

All Journal Article (12 results) (of which Peer Reviewed: 12 results) Presentation (14 results)

  • [Journal Article] Image Segmentation and Recognition using Cellular Evolutionary Networks2017

    • Author(s)
      島崎謙,長尾智晴
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 137 Issue: 3 Pages: 502-512

    • DOI

      10.1541/ieejeiss.137.502

    • NAID

      130005398439

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 遺伝的プログラミングを用いた階層的な特徴構築による画像分類2016

    • Author(s)
      菅沼雅徳,土屋大樹,白川真一,長尾智晴
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用(TOM)

      Volume: 9 Pages: 54-60

    • NAID

      170000148292

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Semantic Segmentation using Three-Dimensional Cellular Evolutionary Networks2016

    • Author(s)
      Ken Shimazaki, Tomoharu Nagao
    • Journal Title

      Proc. of IEEE SMC-2016

      Volume: 1 Pages: 1411-1416

    • DOI

      10.1109/smc.2016.7844434

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Hierarchical feature construction for image classification using genetic programming2016

    • Author(s)
      Masanori Suganuma, Tomoharu Nagao
    • Journal Title

      Proc. of IEEE SMC-2016

      Volume: 1 Pages: 1423-1428

    • DOI

      10.1109/smc.2016.7844436

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Single Frame Super-Resolution Using Multiple Graph Structured Program2016

    • Author(s)
      Yusuke Natsui, Tomoharu Nagao
    • Journal Title

      Proc. of IEEE IWCIA 2016

      Volume: 1 Pages: 75-80

    • DOI

      10.1109/iwcia.2016.7805752

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 決定木及び決定ネットワークによる画像分類過程の説明文の自動生成2016

    • Author(s)
      崎津実穂,菅沼雅徳,土屋大樹,長尾智晴
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用(TOM)

      Volume: 9 Pages: 43-52

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 異常検知のための自己組織化モデルとその監視映像への適用2016

    • Author(s)
      菅沼雅徳,長尾智晴
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用(TOM)

      Volume: 9 Pages: 23-32

    • NAID

      170000147810

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Image Classification Based on Hierarchical Feature Dimension Reduction Using Cartesian Genetic Programming2015

    • Author(s)
      齊藤航太,長尾智晴
    • Journal Title

      Transaction of the Japanese Society for Evolutionary Computation

      Volume: 6 Issue: 2 Pages: 55-66

    • DOI

      10.11394/tjpnsec.6.55

    • NAID

      130005102444

    • ISSN
      2185-7385
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Semantic Segmentation Considering Location and Co-occurrence in Scene2015

    • Author(s)
      Ken Shimazaki and Tomoharu Nagao
    • Journal Title

      Proc. of IWCIA 2015

      Volume: 1 Pages: 41-46

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Cartesian Genetic Programming を用いたシングルフレーム超解像処理の自動構築2014

    • Author(s)
      夏井裕介,長尾智晴
    • Journal Title

      電子情報通信学会論文誌

      Volume: J97-D Pages: 1641-1650

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Cartesian Genetic Programming を用いた領域成長法による画像の領域分割2014

    • Author(s)
      島崎 謙,長尾智晴
    • Journal Title

      進化計算学会論文誌

      Volume: 5 Pages: 45-52

    • NAID

      130004707789

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feature Transformation Using Filter Array for Automatic Construction of Image Classification2014

    • Author(s)
      Yuichi Hirano and Tomoharu Nagao
    • Journal Title

      The Proc. of IEEE 7th International Workshop on Computational Intelligence & Applications 2014 (IWCIA 2014)

      Volume: 1 Pages: 59-64

    • DOI

      10.1109/iwcia.2014.6988079

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Presentation] セルラ進化型神経回路網を用いる医用画像の超解像処理2017

    • Author(s)
      徐 欣欣,長尾智晴
    • Organizer
      情報処理学会 第79回全国大会
    • Place of Presentation
      名古屋大学,名古屋市
    • Year and Date
      2017-03-16
    • Related Report
      2016 Annual Research Report
  • [Presentation] 進化的条件判断ネットワークにおける画像分類過程の可視化2016

    • Author(s)
      小林雅幸,菅沼雅徳,崎津実穂,長尾智晴
    • Organizer
      第11回進化計算学会研究会
    • Place of Presentation
      甲南大学
    • Year and Date
      2016-09-14
    • Related Report
      2016 Annual Research Report
  • [Presentation] 遺伝的プログラミングを用いた階層的な特徴構築による画像分類2016

    • Author(s)
      菅沼雅徳,土屋大樹,白川真一,長尾智晴
    • Organizer
      情報処理学会第108回数理モデル化と問題解決研究会
    • Place of Presentation
      沖縄科学技術大学院大学
    • Year and Date
      2016-07-04
    • Related Report
      2016 Annual Research Report
  • [Presentation] 進化的条件判断ネットワークの画像分類過程の可視化2016

    • Author(s)
      小林雅幸,菅沼雅徳,崎津実穂,長尾智晴
    • Organizer
      情報処理学会第108回数理モデル化と問題解決研究会
    • Place of Presentation
      沖縄科学技術大学院大学
    • Year and Date
      2016-07-04
    • Related Report
      2016 Annual Research Report
  • [Presentation] セルラ型Cartesian Genetic Programmingを用いたSemantic Segmentation 手法の提案2016

    • Author(s)
      島崎 謙,長尾智晴
    • Organizer
      2016年電子情報通信学会総合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2016-03-15
    • Related Report
      2015 Annual Research Report
  • [Presentation] 異常検知のための自己組織化モデルとその監視映像への適用2015

    • Author(s)
      菅沼雅徳,長尾智晴
    • Organizer
      情報処理学会第105回数理モデル化と問題解決研究会
    • Place of Presentation
      北見工業大学
    • Year and Date
      2015-09-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] 決定木及び決定ネットワークによる画像分類過程の説明文の自動生成2015

    • Author(s)
      崎津実穂,土屋大樹,菅沼雅徳,長尾智晴
    • Organizer
      情報処理学会第105回数理モデル化と問題解決研究会
    • Place of Presentation
      北見工業大学
    • Year and Date
      2015-09-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] Cellular PyramidによるSemantic Segmentationのためのセルラ回路の自動構築2015

    • Author(s)
      島崎 謙,長尾智晴
    • Organizer
      情報処理学会第103回数理モデル化と問題解決研究会
    • Place of Presentation
      沖縄科学技術大学院大学
    • Year and Date
      2015-06-23
    • Related Report
      2015 Annual Research Report
  • [Presentation] 環境の通常状態を記憶するネットワークを用いた監視映像からの異常検知2015

    • Author(s)
      菅沼雅徳,長尾智晴
    • Organizer
      2015年度 人工知能学会全国大会
    • Place of Presentation
      公立はこだて未来大学
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] 入れ子構造を導入したLinear Genetic Programmingの提案2015

    • Author(s)
      土屋大樹,長尾智晴
    • Organizer
      情報処理学会 第77回全国大会
    • Place of Presentation
      京都大学(京都)
    • Year and Date
      2015-03-17 – 2015-03-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] 進化型自動画像分類システムの提案2015

    • Author(s)
      平野祐一,長尾智晴
    • Organizer
      情報処理学会 第77回全国大会
    • Place of Presentation
      京都大学(京都)
    • Year and Date
      2015-03-17 – 2015-03-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] 複数のグラフ構造プログラムに基づくシングルフレーム超解像処理の自動構築2015

    • Author(s)
      夏井裕介,長尾智晴
    • Organizer
      情報処理学会 第77回全国大会
    • Place of Presentation
      京都大学(京都)
    • Year and Date
      2015-03-17 – 2015-03-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] セルラ型Cartesian Genetic Programmingを用いたSemantic Segmentation 手法の提案2015

    • Author(s)
      島崎 謙,長尾智晴
    • Organizer
      2015年電子情報通信学会 総合大会
    • Place of Presentation
      立命館大学(滋賀)
    • Year and Date
      2015-03-10 – 2015-03-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Nested Linear Genetic Programming によるループを含むプログラムの自動構築2014

    • Author(s)
      土屋大樹,長尾智晴
    • Organizer
      進化計算シンポジウム 2014
    • Place of Presentation
      安芸グランドホテル(広島)
    • Year and Date
      2014-12-20 – 2014-12-21
    • Related Report
      2014 Annual Research Report

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Published: 2014-04-04   Modified: 2018-03-22  

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