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Construction of a theory deriving super-versatility cross-media bases for breaking limitations in various image processing fields

Research Project

Project/Area Number 15K12023
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Multimedia database
Research InstitutionHokkaido University

Principal Investigator

HASEYAMA Miki  北海道大学, 情報科学研究科, 教授 (00218463)

Co-Investigator(Kenkyū-buntansha) 小川 貴弘  北海道大学, 情報科学研究科, 准教授 (20524028)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2017: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsマルチメディア情報処理
Outline of Final Research Achievements

This study constructed a new theory for deriving super-versatility cross-media bases to break limitations in various research fields related to image processing such as image coding, restoration, recognition, retrieval and recommendation, etc. Specifically, by collaboratively analyzing both of image data and their corresponding semantic information, sematic analysis of each area in images was realized to simultaneously derive new bases for their optimal approximation. Since these bases included high versatilities, they could be applied to various kinds of research fields related to image processing, and the performance improvement were realized. Therefore, in this study, we actually confirmed that our new approach provided breakthroughs for each research field by using the derived cross-media bases.

Report

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

    (47 results)

All 2018 2017 2016 2015 Other

All Journal Article (7 results) (of which Peer Reviewed: 7 results,  Open Access: 7 results,  Acknowledgement Compliant: 3 results) Presentation (37 results) (of which Int'l Joint Research: 13 results) Remarks (3 results)

  • [Journal Article] A Novel Framework for Estimating Viewer Interest by Unsupervised Multimodal Anomaly Detection2018

    • Author(s)
      Yuma Sasaka, Takahiro Ogawa, Miki Haseyama
    • Journal Title

      IEEE Access

      Volume: 1 no.6 Pages: 8340-8350

    • NAID

      120006410557

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Accurate Estimation of Personalized Video Preference Using Multiple Users' Viewing Behavior2018

    • Author(s)
      Yoshiki Ito, Takahiro Ogawa, Miki Haseyama
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: vol. E101-D, no. 2 Pages: 481-490

    • NAID

      130006328421

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Wiener-Based Inpainting Quality Prediction2017

    • Author(s)
      Takahiro Ogawa, Akira Tanaka, Miki Haseyama
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: vol. E100-D, no. 10 Pages: 2614-2626

    • NAID

      130006110287

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Visualizing Web Images Using Fisher Discriminant Locality Preserving Canonical Correlation Analysis2017

    • Author(s)
      Kohei Tateno, Takahiro Ogawa, Miki Haseyama
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: vol. E100-D, no. 9 Pages: 2005-2016

    • NAID

      130006038512

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Human-Centered Video Feature Selection via mRMR-SCMMCCA for Preference Extraction2017

    • Author(s)
      Takahiro Ogawa, Yoshiaki Yamaguchi, Satoshi Asamizu, Miki Haseyama
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E100.D Issue: 2 Pages: 409-412

    • DOI

      10.1587/transinf.2016EDL8126

    • NAID

      130005306500

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Category Classification of Tourism Images in Image Sharing Services2016

    • Author(s)
      斉藤直輝,小川貴弘,浅水仁,長谷山美紀
    • Journal Title

      電子情報通信学会論文誌D 情報・システム

      Volume: J99-D Issue: 9 Pages: 848-860

    • DOI

      10.14923/transinfj.2016IEP0005

    • NAID

      120006369351

    • ISSN
      1880-4535, 1881-0225
    • Year and Date
      2016-09-01
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Adaptive Subspace-Based Inverse Projections via Division Into Multiple Sub-Problems for Missing Image Data Restoration2016

    • Author(s)
      Takahiro Ogawa, Miki Haseyama
    • Journal Title

      IEEE Transactions on Image Processing

      Volume: 25 Issue: 12 Pages: 5971-5986

    • DOI

      10.1109/tip.2016.2616286

    • NAID

      120005859722

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] 作業員から取得されるセンシングデータを用いた熱中症の予兆検知に向けた検討2018

    • Author(s)
      佐坂勇磨, 小川貴弘, 長谷山美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2017 Annual Research Report
  • [Presentation] 機械学習を用いたMR画像からの転移性脳腫瘍の分類に関する一検討2018

    • Author(s)
      菅田健斗, 小川貴弘, 長谷山美紀, タキンキン, 工藤與亮, 白土博樹
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2017 Annual Research Report
  • [Presentation] SFEM-GSによる特徴統合を利用した映像の評価値推定の高精度化2018

    • Author(s)
      伊藤 良起,小川 貴弘,長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2017 Annual Research Report
  • [Presentation] LRGAアルゴリズムを用いた昆虫同定のための類似画像検索に関する検討 ー データ拡張による検索精度向上の検証 ー2018

    • Author(s)
      弦間奨,小川貴弘,長谷山美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2017 Annual Research Report
  • [Presentation] 深層学習を用いた画像共有サービスに投稿される観光画像のカテゴリ分類の高精度化に関する検討2018

    • Author(s)
      斉藤直輝, 小川貴弘, 浅水仁,長谷山美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2017 Annual Research Report
  • [Presentation] 楽曲聴取時のユーザに誘起される感情の推定に関する検討 -深層学習の導入による高精度化-2018

    • Author(s)
      段 博瀟, 小川 貴弘, 長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2017 Annual Research Report
  • [Presentation] 映像視聴時の fNIRS 信号を利用した映像に対する好みの推定に関する検討 ー 複数特徴量の統合と距離計量学習の導入 ー2018

    • Author(s)
      豊田 陽,小川 貴弘,長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2017 Annual Research Report
  • [Presentation] fNIRS 信号を利用した好みの映像識別に関する検討-特徴量選択の導入による高精度化-2017

    • Author(s)
      豊田 陽,小川 貴弘,長谷山 美紀
    • Organizer
      平成29年度電気・情報関係学会北海道支部連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 敵対的学習により生成された画像が与える審美的印象に関する検討2017

    • Author(s)
      金井 美岬,藤後 廉,小川 貴弘,長谷山 美紀
    • Organizer
      平成29年度電気・情報関係学会北海道支部連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] ランク最小化に基づく行列補完を用いた関心度推定の高精度化に関する検討2017

    • Author(s)
      九島 哲哉,高橋 翔,小川 貴弘,長谷山 美紀
    • Organizer
      平成29年度電気・情報関係学会北海道支部連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 適応的フィールド構成を導入したFFMに基づくツイート推薦の高精度化に関する検討2017

    • Author(s)
      滝村祥司,原川良介,小川貴弘,長谷山美紀
    • Organizer
      平成29年度電気・情報関係学会北海道支部連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 画像特徴量と fNIRS 特徴量の関連性に注目した画像分類の高精度化に関する検討2017

    • Author(s)
      堀井 風葉,前田 圭介,小川 貴弘,長谷山 美紀
    • Organizer
      平成29年度電気・情報関係学会北海道支部連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 異種特徴の関連性を活用したネットワーク解析に基づく音楽動画コンテンツの推薦に関する一検討 -ユーザの好みを反映可能とする特徴変換による高精度化-2017

    • Author(s)
      松本 有衣,原川 良介,小川 貴弘,長谷山 美紀
    • Organizer
      平成29年度電気・情報関係学会北海道支部連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Video Preference Estimation Using fNIRS Signals2017

    • Author(s)
      Akira Toyoda, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE Global Conference on Consumer Electronics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Aesthetic Quality Assessment of Images via Supervised Locality Preserving CCA2017

    • Author(s)
      Misaki Kanai, Ren Togo, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE Global Conference on Consumer Electronics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Interest Level Estimation Based on Matrix Completion via Rank Minimization2017

    • Author(s)
      Tetsuya Kushima, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE Global Conference on Consumer Electronics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Personalized Tweet Recommendation Based on Field-aware Factorization Machines with Adaptive Field Organization2017

    • Author(s)
      Shoji Takimura, Ryosuke Harakawa, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE Global Conference on Consumer Electronics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Image Classification for Trend Prediction Based on Integration of fNIRS and Visual Features2017

    • Author(s)
      Kazaha Horii, Keisuke Maeda, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE Global Conference on Consumer Electronics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Construction of Network Using Heterogeneous Social Metadata for Music Video Recommendation2017

    • Author(s)
      Yui Matsumoto, Ryosuke Harakawa, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE Global Conference on Consumer Electronics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Preference Estimation for Video Recommendation Using DCNN Features and Viewing Behavior2017

    • Author(s)
      Yoshiki Ito, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE Global Conference on Consumer Electronics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Tag Refinement Based on Multilingual Tag Hierarchies Extracted from Image Folksonomy2017

    • Author(s)
      Shota Hamano, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE International Conference on Image Processing
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] MvLFDA-based Video Preference Estimation Using Complementary Properties of Features2017

    • Author(s)
      Akira Toyoda, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE International Conference on Image Processing
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Exemplar-Based Image Completion via New Quality Measure Based on Phaseless Texture Features2017

    • Author(s)
      Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)
    • Place of Presentation
      New Orleans, USA
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Favorite Image Estimation: EEG-based Extraction of Visual Features Reflecting Individual Preference2017

    • Author(s)
      Akira Toyoda, Takahiro Ogawa, Miki Haseyama
    • Organizer
      2017 International Workshop on Advanced Image Technology (IWAIT)
    • Place of Presentation
      Penang, Malaysia
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Web映像集合の階層構造を用いた検索法に関する検討 ~ 可視化インタフェースを通した有効性評価 ~2017

    • Author(s)
      竹原大智, 原川良介, 小川貴弘, 長谷山美紀
    • Organizer
      映像情報メディア学会技術報告
    • Place of Presentation
      北海道大学
    • Related Report
      2016 Research-status Report
  • [Presentation] 音響特徴量およびfMRI特徴量の協調利用による目的音検出に関する検討2017

    • Author(s)
      田中 佑磨,小川 貴弘,長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Place of Presentation
      北海道大学
    • Related Report
      2016 Research-status Report
  • [Presentation] タグ付き画像を用いたコンセプト間の関係抽出の高精度化に関する検討2017

    • Author(s)
      濱野翔太,小川貴弘,長谷山美紀
    • Organizer
      映像情報メディア学会技術報告
    • Place of Presentation
      北海道大学
    • Related Report
      2016 Research-status Report
  • [Presentation] パワースペクトルに注目した音響信号のスパース表現の定量評価2016

    • Author(s)
      田中 佑磨,小川 貴弘,長谷山美紀
    • Organizer
      映像情報メディア学会技術報告
    • Place of Presentation
      北海道大学(北海道札幌市)
    • Year and Date
      2016-02-22
    • Related Report
      2015 Research-status Report
  • [Presentation] ヒトの楽曲聴取時の脳機能画像における賦活部位の抽出に関する検討2016

    • Author(s)
      澤田充奨,小川貴弘,長谷山美紀
    • Organizer
      映像情報メディア学会技術報告
    • Place of Presentation
      北海道大学(北海道札幌市)
    • Year and Date
      2016-02-22
    • Related Report
      2015 Research-status Report
  • [Presentation] A Confidence-aware Method for User Activity Genre Classification Based on Heterogeneous Features from Image Sharing Services2016

    • Author(s)
      Naoki Saito, Takahiro Ogawa, Satoshi Asamizu, Miki Haseyama
    • Organizer
      International Workshop on Advanced Image Technology (IWAIT 2016)
    • Place of Presentation
      Busan(Korea)
    • Year and Date
      2016-01-08
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Tourism Category Classification Method Based on Estimation of Reliable Decision2016

    • Author(s)
      Naoki Saito, Takahiro Ogawa, Satoshi Asamizu, Miki Haseyama
    • Organizer
      2016 IEEE 5th Global Conference on Consumer Electronics (GCCE2016)
    • Place of Presentation
      Kyoto,Japan
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 音響聴取時の脳活動信号を用いた目的音検出に関する検討2016

    • Author(s)
      田中 佑磨, 小川 貴弘, 長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Place of Presentation
      福井県あわら市, 北潟湖畔荘
    • Related Report
      2016 Research-status Report
  • [Presentation] 複数の特徴を用いた観光画像の分類における正確な分類結果の推定方法の導入に関する検討2016

    • Author(s)
      斉藤直輝,小川貴弘,浅水仁,長谷山美紀
    • Organizer
      第19回画像の認識・理解シンポジウム (MIRU2016)
    • Place of Presentation
      静岡,アクトシティ浜松
    • Related Report
      2016 Research-status Report
  • [Presentation] 顔器官の動きと生体信号を協調的に用いた関心の度合いの推定に関する検討2016

    • Author(s)
      佐坂勇磨,小川貴弘,長谷山美紀
    • Organizer
      第19回画像の認識・理解シンポジウム (MIRU2016)
    • Place of Presentation
      静岡,アクトシティ浜松
    • Related Report
      2016 Research-status Report
  • [Presentation] 音響特徴と心拍特徴を用いた感情推定に基づく楽曲分類に関する検討 -Decision-Level Fusionによる高精度化-2016

    • Author(s)
      段 博瀟,小川 貴弘,長谷山 美紀
    • Organizer
      平成28年度電気・情報関係学会北海道支部連合大会
    • Place of Presentation
      北海学園大学
    • Related Report
      2016 Research-status Report
  • [Presentation] 画像注視時のユーザの脳波信号を利用した好みの画像の識別に関する検討2016

    • Author(s)
      豊田 陽,小川 貴弘,長谷山 美紀
    • Organizer
      平成28年度電気・情報関係学会北海道支部連合大会
    • Place of Presentation
      北海学園大学
    • Related Report
      2016 Research-status Report
  • [Presentation] 画像共有サービスにおける投稿画像の分類結果の信頼度推定に関する検討2015

    • Author(s)
      斉藤 直輝, 小川 貴弘, 浅水 仁, 長谷山 美紀
    • Organizer
      電気・情報関係学会北海道支部連合大会
    • Place of Presentation
      北見工業大学(北海道北見市)
    • Year and Date
      2015-11-07
    • Related Report
      2015 Research-status Report
  • [Remarks] 北海道大学情報科学研究科メディアダイナミクス研究室HP

    • Related Report
      2017 Annual Research Report
  • [Remarks] 北海道大学情報科学研究科メディアダイナミクス研究室HP

    • URL

      https://www-lmd.ist.hokudai.ac.jp/

    • Related Report
      2016 Research-status Report
  • [Remarks] 北海道大学情報科学研究科メディアダイナミクス研究室HP

    • URL

      http://www-lmd.ist.hokudai.ac.jp/

    • Related Report
      2015 Research-status Report

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

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