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Probabilistic Image Processing based on Non-Linear Filter Theory

Research Project

Project/Area Number 15K20870
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Perceptual information processing
Soft computing
Research InstitutionTohoku University

Principal Investigator

Kataoka Shun  東北大学, 情報科学研究科, 助教 (50737278)

Research Collaborator YASUDA Muneki  
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: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords確率的情報処理 / 画像処理 / マルコフ確率場 / 確率伝搬法 / 確率的画像処理 / Permutohedral Latice
Outline of Final Research Achievements

The purpose of this project was to propose the new probabilistic image processing method based on the non-linear filter theory. During this project, we proposed some probabilistic inference method such as the fast image processing method based on the non-linear filter theory. On the other hands, in this project, we could propose many information processing systems based on the latest inference frameworks such as quantum annealing and sparse modeling theory. These were new directions which were not considered in the original plan. We consider that our results of this project can contribute the development of the signal processing researches including the image processing.

Report

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

    (23 results)

All 2018 2017 2016 2015

All Journal Article (4 results) (of which Peer Reviewed: 4 results,  Acknowledgement Compliant: 2 results) Presentation (19 results) (of which Int'l Joint Research: 3 results,  Invited: 5 results)

  • [Journal Article] Linear-Time Algorithm in Bayesian Image Denoising based on Gaussian Markov Random Field2018

    • Author(s)
      Muneki Yasuda, Jyunpei Watanabe, Shun Kataoka, and Kazuyuki Tanaka
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: 印刷中

    • NAID

      130007382462

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Solving Non-parametric Inverse Problem in Continuous Markov Random Field using Loopy Belief Propagation2017

    • Author(s)
      Muneki Yasuda and Shun Kataoka
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 86 Issue: 8 Pages: 084806-084806

    • DOI

      10.7566/jpsj.86.084806

    • NAID

      40021286383

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Community Detection Algorithm Combining Stochastic Block Model and Attribute Data Clustering2016

    • Author(s)
      Shun Kataoka, Takuto Kobayashi, Muneki Yasuda, Kazuyuki Tanaka
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 85 Issue: 11 Pages: 1-10

    • DOI

      10.7566/jpsj.85.114802

    • NAID

      40020994946

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Statistical analysis of loopy belief propagation in random fields2015

    • Author(s)
      Muneki Yasuda, Shun Kataoka and Kazuyuki Tanaka
    • Journal Title

      Physical Review E

      Volume: 92 Issue: 4 Pages: 1-15

    • DOI

      10.1103/physreve.92.042120

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] マルコフ確率場の機械学習2017

    • Author(s)
      片岡駿
    • Organizer
      電子情報通信学会 2017年総合大会
    • Place of Presentation
      名城大学(名古屋市)
    • Year and Date
      2017-03-23
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] 周辺情報を考慮したLouvain法の拡張2017

    • Author(s)
      片岡駿
    • Organizer
      日本物理学会第72回年次大会
    • Place of Presentation
      大阪大学(豊中市)
    • Year and Date
      2017-03-18
    • Related Report
      2016 Research-status Report
  • [Presentation] 量子アニーリングを用いたコミュニティ検出2017

    • Author(s)
      関優也,片岡駿,田中和之
    • Organizer
      日本物理学会第72回年次大会
    • Place of Presentation
      大阪大学(豊中市)
    • Year and Date
      2017-03-17
    • Related Report
      2016 Research-status Report
  • [Presentation] Community detection algorithm utilizing attribute data2017

    • Author(s)
      Shun Kataoka
    • Organizer
      2017 Workshop on Statistical Physics of Disordered Systems and Its Applications (SPDSA2017)
    • Place of Presentation
      Akiu Resort Hotel Sakan, Japan(仙台市)
    • Year and Date
      2017-02-09
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 辞書学習を用いた自動採譜手法に関する考察2017

    • Author(s)
      山田壮真,片岡駿,和泉勇治、関優也,大関真之、田中和之
    • Organizer
      平成29年度第1回芸術科学会東北支部研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 確率的アプローチによる関係性を持つデータのクラスタリング法2017

    • Author(s)
      片岡駿
    • Organizer
      2017年 電子情報通信学会ソサエティー大会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] コミュニティ検出における量子アニーリングの性能評価2016

    • Author(s)
      関優也,片岡駿,田中和之
    • Organizer
      情報系 Winter Festa Episode2
    • Place of Presentation
      一橋講堂(千代田区)
    • Year and Date
      2016-12-23
    • Related Report
      2016 Research-status Report
  • [Presentation] 顔認識のためのスパース表現分類法における基底作成に関する一検討2016

    • Author(s)
      渡邉 秀昭,和泉勇治,片岡駿,田中和之
    • Organizer
      情報系 Winter Festa Episode2
    • Place of Presentation
      一橋講堂(千代田区)
    • Year and Date
      2016-12-23
    • Related Report
      2016 Research-status Report
  • [Presentation] クラスターZTPを用いたLouvain法の改良2016

    • Author(s)
      片岡駿
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      東北大学(仙台市)
    • Year and Date
      2016-11-19
    • Related Report
      2016 Research-status Report
  • [Presentation] 顔認識のためのスパース表現分類法における基底作成に関する一検討2016

    • Author(s)
      渡邉 秀昭,和泉勇治,片岡駿,田中和之
    • Organizer
      パターン認識・メディア理解研究会
    • Place of Presentation
      宮崎大学(宮崎市)
    • Year and Date
      2016-10-21
    • Related Report
      2016 Research-status Report
  • [Presentation] 量子アニーリングを用いたコミュニティ検出2016

    • Author(s)
      関優也,片岡駿,田中和之
    • Organizer
      第15回情報科学技術フォーラム(FIT2016)
    • Place of Presentation
      富山大学(富山市)
    • Year and Date
      2016-09-07
    • Related Report
      2016 Research-status Report
  • [Presentation] Message Passing Algorithm for Community Detection2015

    • Author(s)
      Shun Kataoka
    • Organizer
      Break and Beyond Detailed Balance Condition - expanding to machine learning -
    • Place of Presentation
      Kyoto University, Japan
    • Year and Date
      2015-12-21
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 非欠損画素の情報及び確率伝搬法を用いた欠損画素の推定2015

    • Author(s)
      真柴隆一,片岡駿,田中和之
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2015-12-19
    • Related Report
      2015 Research-status Report
  • [Presentation] 確率伝搬法と階調変換を用いた画像のノイズ除去アルゴリズムの高速化2015

    • Author(s)
      吉田健人,片岡駿,田中和之
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2015-12-19
    • Related Report
      2015 Research-status Report
  • [Presentation] 確率伝搬法と超事前分布を用いた確率的領域分割モデルのパラメータ推定2015

    • Author(s)
      古市智大,片岡駿,田中和之
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2015-12-19
    • Related Report
      2015 Research-status Report
  • [Presentation] マルコフ確率場モデリングとその避難計画問題への応用2015

    • Author(s)
      片岡駿
    • Organizer
      関西大学 ソシオネットワーク戦略研究機構 データサイエンス研究センター 矢田研究室 セミナー
    • Place of Presentation
      関西大学ソシオネットワーク戦略研究機構 データサイエンス研究センター
    • Year and Date
      2015-11-20
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Community detection based on Markov Random Field2015

    • Author(s)
      Shun Kataoka
    • Organizer
      2015 Bilateral Workshop between Tohoku University and National Tsing Hua University
    • Place of Presentation
      Great Roots Forestry Spa Resort, Sanxia District, Taipei, Taiwan
    • Year and Date
      2015-10-28
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] ノード情報を導入したコミュニティー構造の確率モデルとコミュニティー検出アルゴリズム2015

    • Author(s)
      片岡駿
    • Organizer
      東北大AIMR-新学術領域研究「疎性モデリング」合同シンポジウム(兼)公募説明会
    • Place of Presentation
      東北大学原子分子材料科学高等研究機構(AIMR)
    • Year and Date
      2015-09-30
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Permutohedral Latticeを用いた確率的ノイズ除去アルゴリズムの高速化2015

    • Author(s)
      片岡駿
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      徳島大学
    • Year and Date
      2015-07-18
    • Related Report
      2015 Research-status Report

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

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