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Retrieval and edit of illustration images based on drawing styles

Research Project

Project/Area Number 15K00151
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Multimedia database
Research InstitutionToyohashi University of Technology

Principal Investigator

Kuriyama Shigeru  豊橋技術科学大学, 工学(系)研究科(研究院), 教授 (20264939)

Co-Investigator(Renkei-kenkyūsha) OHBUCHI Ryutarou  山梨大学, 大学院総合研究部, 教授 (80313782)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords画像検索 / イラスト画像 / 描画スタイル / スタイル識別子 / 特徴分類 / 教師無し機械学習 / 局所特徴量 / Fisher Vector / 作画スタイル / 次元削減 / 機械学習 / スタイル特徴量 / 色彩理論 / 画像セグメンテーション / 画像特徴分類
Outline of Final Research Achievements

This research proposed a block-wise local discriminator for drawing styles of illustration images. The bags-of-features for styles are coded to compose a dictionary, which is utilized to generate fisher vectors. We reduced their dimensions by introducing non-linear, non-supervised manifold learning for improving the performance.
Through the comparative evaluation of discrimination accuracy, we have found that our method has superior performance in discriminating styles, and we received six kinds of awards from both domestic academic society and international symposium, which shows the highly-evaluated contribution of our method.
Our style-discriminators can be utilized for the retrieval, visualization, and transfer of drawing styles to improve the design of illustrative drawings, for a large scale of image data set such as clip-art archives.

Report

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

    (8 results)

All 2018 2017 2016 2015

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Acknowledgement Compliant: 3 results) Presentation (5 results) (of which Int'l Joint Research: 2 results,  Invited: 1 results)

  • [Journal Article] 教師なし距離計量学習を用いたイラスト描画スタイルの比較2016

    • Author(s)
      古屋貴彦, 栗山繁, 大渕竜太郎
    • Journal Title

      電子情報通信学会論文誌 D

      Volume: J99-D(8)

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 教師なし距離計量学習を用いたイラスト描画スタイルの比較2016

    • Author(s)
      古屋 貴彦、栗山 繁、大渕 竜太郎
    • Journal Title

      電子情報通信学会論文誌

      Volume: J99-D(8) Pages: 1-6

    • DOI

      10.1109/cbmi.2015.7153615

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] イラスト画像のスタイル識別子生成2015

    • Author(s)
      栗山 繁
    • Journal Title

      情報処理学会論文誌ジャーナル

      Volume: 56(8)

    • NAID

      170000130694

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 漢字フォント用機械刺繍データの自動変換2018

    • Author(s)
      山谷佳祐、栗山繁
    • Organizer
      情報処理学会コンピュータグラフィックスとビジュアル情報学研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] PCCS表色系に基づくクリップアートのスタイル識別2017

    • Author(s)
      舘山 北斗, 栗山 繁
    • Organizer
      情報処理学会コンピュータグラフィックスとビジュアル情報学研究会
    • Place of Presentation
      株式会社GYAO セミナールーム
    • Related Report
      2016 Research-status Report
  • [Presentation] 詳細なスタイル検索のためのイラストセグメンテーション2016

    • Author(s)
      山田大輔,栗山 繁
    • Organizer
      情報処理学会第78回全国大会
    • Place of Presentation
      慶應義塾大学 矢上キャンパス
    • Year and Date
      2016-03-10
    • Related Report
      2015 Research-status Report
  • [Presentation] Style-Based Content Exploration for Aesthetic Media Informatics2015

    • Author(s)
      Shigeru Kuriyama
    • Organizer
      ACM International Conference on Virtual Reality Continuum and Its Applications in Industry (VRCAI 2015)
    • Place of Presentation
      Kobe Port Island Center
    • Year and Date
      2015-10-30
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] An unsupervised approach for comparing styles of illustrations2015

    • Author(s)
      Takahiko Furuya, Shigeru Kuriyama, Ryutarou Ohbuchi
    • Organizer
      Proceedings of International Workshop on Content-Based Multimedia Indexing
    • Place of Presentation
      Prague, Czech Republic
    • Year and Date
      2015-06-10
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research

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

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