Part-based comparison and retrieval of 3D models

• Project/Area Number: 23500117
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Multi-year Fund
• Section: 一般
• Research Field: Media informatics/Database
• Research Institution: University of Yamanashi
• Principal Investigator: OHBUCHI Ryutarou 山梨大学, 医学工学総合研究部, 教授 (80313782)
• Project Period (FY): 2011 – 2013
• Project Status: Completed (Fiscal Year 2013)
• Budget Amount: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000); Fiscal Year 2013: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000); Fiscal Year 2012: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000); Fiscal Year 2011: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
• Keywords: マルチメディア検索 / 3次元CG / 機械学習 / 形状CAD / 画像認識 / 3次元形状モデル / コンピュータグラフィックス / 3次元形状モデリング / パターン認識 / 3次元形状処理 / 3次元グラフィックス

Research Abstract

Objective of this research is to develop an algorithm for part-based 3D model retrieval. A part-based 3D model retrieval algorithm returns a whole 3D model whose part(s) resembles to a query. Toward the goal, we have developed necessary component technologies, that are, (1) local shape features, (2) methods to compare local features, (3) methods to compare set of local features, and (4) method to compose and present a part-based query. We also developed a benchmark database for evaluating performance of part-based 3D model retrieval algorithms.

Research Products

• [Journal Article] A comparison of methods for sketch-based 3D shape retrieval (2014)
  • Author(s): Bo Li, Yijuan Lu, Afzal Godil, Tobias Schreck, Benjamin Bustos, Alfredo Ferreira, Takahiko Furuya, Manuel J. Fonseca, Henry Johan, Takahiro Matsuda, Ryutarou Ohbuchi, Pedro B. Pascoal, Jose M. Saavedra
  • Journal Title: Computer Vision and Image Understanding (CVIU) Volume: Volume 119 Pages: 57-80
  • DOI: 10.1016/j.cviu.2013.11.008
  • Peer Reviewed
• [Journal Article] Visual Saliency Weighting and Cross-Domain Manifold Ranking for Sketch-based Image Retrieval (2014)
  • Author(s): Takahiko Furuya, Ryutarou Ohbuchi
  • Journal Title: Lecture Notes in Computer Science （Proc. Multi-Media Modeling 2014） Volume: 8325 Pages: 37-49
  • DOI: 10.1007/978-3-319-04114-8_4
  • ISBN: 9783319041131, 9783319041148
  • Peer Reviewed
• [Journal Article] Ranking on Cross-Domain Manifold for Sketch-based 3D Model Retrieval (2013)
  • Author(s): Takahiko Furuya, Ryutarou Ohbuchi
  • Journal Title: Proc. CyberWorlds 2013 Volume: ISBN 978-1-4799-2245-1 Pages: 274-281
  • DOI: 10.1109/cw.2013.60
  • Peer Reviewed
• [Journal Article] View-Clustering and Manifold Learning for Sketch-based 3D Model Retrieval (2013)
  • Author(s): Yukinori Kurita, Ryutarou Ohbuchi
  • Journal Title: Proc. CyberWorlds 2013 Volume: ISBN 978-1-4799-2245-1 Pages: 282-285
  • DOI: 10.1109/cw.2013.70
  • Peer Reviewed
• [Journal Article] 見かけ特徴の組み合わせと距離尺度の学習を用いた3 次元形状類似検索 (2013)
  • Author(s): 古屋貴彦, 大渕竜太郎
  • Journal Title: 画像電子学会誌 Volume: 第42巻, 4号 Pages: 438-447
  • NAID: 130005108133
  • URL: http://www.iieej.org/gakkaishi3/IIEEJ_Vol42-No4ori.pdf
  • Peer Reviewed
• [Journal Article] DENSELY SAMPLED LOCAL VISUAL FEATURES ON 3D MESH FOR RETRIEVAL (2013)
  • Author(s): Yuya Ohishi, Ryutarou Ohbuchi
  • Journal Title: Proc. Int'l Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS) Volume: ISSN2158-5873 Pages: 1-4
  • DOI: 10.1109/wiamis.2013.6616166
  • Peer Reviewed
• [Journal Article] A comparison of methods for non-rigid 3D shape retrieval (2013)
  • Author(s): Zhouhui Lian, Afzal Godil, Benjamin Bustos, Mohamed Daoudi, Jeroen Hermans, Shun Kawamura, Yukinori Kurita, Guillaume Lavoué, Hien Van Nguyen, Ryutarou Ohbuchi, Yuki Ohkita, Yuya Ohishi, Fatih Porikli, Martin Reuter, Ivan Sipiran, Dirk Smeets, Paul Suetens, Hedi Tabia, Dirk Vandermeulen
  • Journal Title: Pattern Recognition Volume: Volume 46 Issue: 1 Pages: 449-461
  • DOI: 10.1016/j.patcog.2012.07.014
  • Peer Reviewed
• [Journal Article] 見かけ特徴の組み合わせと距離尺度の学習を用いた3次元形状類似検索 (2013)
  • Author(s): 古屋貴彦，大渕竜太郎
  • Journal Title: 画像電子学会誌 Volume: 42巻 4号 Pages: 438-447
  • NAID: 130005108133
  • Peer Reviewed
• [Journal Article] Local Geometry Adaptive Manifold Re-Ranking for Shape-Based 3D Object Retrieval (2012)
  • Author(s): Ryutarou Ohbuchi, Yukinori Kurita
  • Journal Title: Proc. ACM Multimedia 2012 (ACM MM 2012) Pages: 901-904
  • DOI: 10.1145/2393347.2396342
  • Peer Reviewed
• [Journal Article] Non-rigid 3D Model Retrieval Using Set of Local Statistical Features (2012)
  • Author(s): Yuki Ohkita, Yuya Ohishi, Takahiko Furuya, Ryutarou Ohbuchi
  • Journal Title: Proc. IEEE ICME 2012 Workshop on Hot Topics in 3D Multimedia (Hot3D) Pages: 593-598
  • DOI: 10.1109/icmew.2012.109
  • Peer Reviewed
• [Journal Article] Supervised, geometry-aware segmentation of 3D mesh models (2012)
  • Author(s): Keisuke Banba, Ryutarou Ohbuchi
  • Journal Title: Proc. IEEE ICME 2012 Workshop on Human-Focused Communications in the 3D Continuum Pages: 49-54
  • DOI: 10.1109/icmew.2012.16
  • Peer Reviewed
• [Journal Article] Local Geometrical Feature with Positional Context for Shape-based 3D Model Retrieval, poster paper (2012)
  • Author(s): Shun Kawamura, Kazuya Usui, Takahiko Furuya and Ryutarou Ohbuchi
  • Journal Title: Proc. Eurographics 2012 Workshop on 3D Object Retrieval Pages: 55-58
  • DOI: 10.2312/3DOR/3DOR12/055-058
  • Peer Reviewed
• [Journal Article] Efficient manifold larning for 3D model retrieval by using clustering-based training sample reduction, poster paper (2012)
  • Author(s): Megumi Endoh, Tomohiro Yanagimachi, Ryutarou Ohbuchi
  • Journal Title: Proc. IEEE Int'l Conf. on Acoustics, Speech, and Signal Processing 2012 (IEEE ICASSP 2012) Pages: 2345-2348
  • DOI: 10.1109/icassp.2012.6288385
  • Peer Reviewed
• [Journal Article] SHREC'12 Track: Generic 3D Shape Retrieval (2012)
  • Author(s): B. Li, A. Godil, M. Aono, X. Bai, T. Furuya, L. Li, R. López-Sastre, H. Johan, R. Ohbuchi, C. Redondo-Cabrera, A. Tatsuma, T. Yanagimachi, S. Zhang
  • Journal Title: Proc. Eurographics Workshop on 3D Object Retrieval
  • DOI: 10.2312/3DOR/3DOR12/119-126
• [Journal Article] SHREC'12 Track: Sketch-Based 3D Shape Retrieval (2012)
  • Author(s): B. Li, A. Godil, T. Schreck, M. Alexa, T. Boubekeur, B. Bustos, J. Chen, M. Eitz, T. Furuya, K. Hildebrand, S. Huang, H. Johan, A. Kuijper, R. Ohbuchi, R. Richter, J. M. Saavedra, M. Sherer, T. Yanagimachi, G. J. Yoon, S. M. Yoon
  • Journal Title: Proc. Eurographics Workshop on 3D Object Retrieval
  • DOI: 10.2312/3DOR/3DOR12/109-118
• [Journal Article] Efficient manifold larning for 3D model retrieval by using clustering-based training sample reduction (2012)
  • Author(s): Megumi Endoh, Tomohiro Yanagimachi, Ryutarou Ohbuchi
  • Journal Title: Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing 2012 Volume: 978-1-4673-0046-9/12 Pages: 2345-2348
  • Peer Reviewed
• [Journal Article] SHREC '11 Track: Generic Shape Retrieval. (2011)
  • Author(s): Helin Dutagaci, et al.
  • Journal Title: Proceedings of Eurographics Workshop on 3D Object Retrieval Volume: 2011 Pages: 65-69
  • DOI: 10.2312/3DOR/3DOR11/065-069
• [Journal Article] SHREC '11 Track: Shape Retrieval on Non-rigid 3D Watertight Meshes (2011)
  • Author(s): Zhouhui Lian, et al.
  • Journal Title: Proceedings of Eurographics Workshop on 3D Object Retrieval Volume: 2011 Pages: 79-88
  • DOI: 10.2312/3DOR/3DOR11/079-088
• [Presentation] 多視点画像特徴の多様体を用いたスケッチによる3D モデルの検索 (2013)
  • Author(s): 古屋貴彦, 松田隆広, 栗田侑希紀, 大渕竜太郎
  • Organizer: NICOGRAPH 2013
• [Presentation] クロスドメイン多様体ランキングを用いたスケッチによる3D モデルの検索 (2013)
  • Author(s): 古屋貴彦, 大渕竜太郎
  • Organizer: Proc. Visual Computing グラフィクスとCAD 合同シンポジウム 2013
• [Presentation] 多視点画像特徴の多様体を用いたスケッチによる3Dモデルの検索 (2013)
  • Author(s): 古屋 貴彦, 松田 隆広, 栗田 侑希紀, 大渕 竜太郎
  • Organizer: NICOGRAPH 2013 （査読あり）
  • Place of Presentation: 山梨県，甲州市勝沼ぶどうの丘
• [Presentation] 局所特徴量集合を用いた3次元モデルの形状類似検索 (2013)
  • Author(s): 古屋 貴彦, 大渕 竜太郎
  • Organizer: Visual ComputingグラフィクスとCAD合同シンポジウム 2013 （査読あり）
  • Place of Presentation: 青森県，リンクステーションホール青森
• [Presentation] クロスドメイン多様体ランキングを用いたスケッチによる3Dモデルの検索 (2013)
  • Author(s): 古屋 貴彦, 大渕 竜太郎
  • Organizer: 画像の認識・理解シンポジウム MIRU 2013 （査読無し）
  • Place of Presentation: 東京，国立情報学研究所
• [Presentation] 3D Shape Analysis and Retrieval - Recent Advances and Trends (2012)
  • Author(s): Hamid Laga, Ryutarou Ohbuchi
  • Organizer: 21st International Conference on Pattern Recognition (ICPR) 2012
  • Place of Presentation: Tsukuba, Japan
  • Invited
• [Presentation] スケッチを入力とした3 次元モデル検索の高速化 (2012)
  • Author(s): 田中竜仁, 柳町知宏, 黄松華, 陳サイホウ, 大渕竜太郎
  • Organizer: 2012年度画像電子学会第40回年次大会
• [Presentation] 3D Shape Analysis and Retrieval - Recent Advances and Trends (2012)
  • Author(s): Hamid Laga, Ryutarou Ohbuchi
  • Organizer: ICPR 2012 Tutorial AM-04
  • Place of Presentation: Tsukuba International Congress Center (Tsukuba, Japan)
  • Invited
• [Presentation] Local Geometry Adaptive Manifold Re-Ranking for Shape-Based 3D Object Retrieval (2012)
  • Author(s): Ryutarou Ohbuchi, Yukinori Kurita
  • Organizer: MM '12 Proceedings of the 20th ACM international conference on Multimedia, DOI:10.1145/2393347.2396342, pp.901-904 (フルペーパー査読あり）
  • Place of Presentation: Nara New Public Hall, (Nara, Japan)
• [Presentation] Non-rigid 3D Model Retrieval Using Set of Local Statistical Features (2012)
  • Author(s): Yuki Ohkita, Yuya Ohishi, Takahiko Furuya, Ryutarou Ohbuchi
  • Organizer: Multimedia and Expo Workshops (ICMEW), 2012 IEEE International Conference on, DOI:10.1109/ICMEW.2012.109, pp.593-598 (フルペーパー査読あり）
  • Place of Presentation: Melbourne Convention and Exhibition Centre, (Melbourne, Australia)
• [Presentation] Supervised, Geometry-Aware Segmentation of 3D Mesh Models (2012)
  • Author(s): Keisuke Banba, Ryutarou Ohbuchi
  • Organizer: Multimedia and Expo Workshops (ICMEW), 2012 IEEE International Conference on, DOI:10.1109/ICMEW.2012.16, pp.49-54 (フルペーパー査読あり）
  • Place of Presentation: Melbourne Convention and Exhibition Centre, (Melbourne, Australia)
• [Presentation] Local Geometrical Feature with Positional Context for Shape-based 3D Model Retrieval (2012)
  • Author(s): Shun Kawamura, Kazuya Usui, Takahiko Furuya and Ryutarou Ohbuchi
  • Organizer: Eurographics 2012 Workshop on 3D Object Retrieval, DOI:10.2312/3DOR/3DOR12/055-058, pp.55-58 (フルペーパー査読あり）
  • Place of Presentation: Cagliari Congress Center, (Cagliari, Italy)
• [Presentation] 内部構造を考慮した3 次元形状モデルの検索 (2011)
  • Author(s): 後藤啓太, 古屋貴彦, 大渕竜太郎
  • Organizer: 情報処理学会
  • Year and Date: 2011-11-10
• [Presentation] 近傍の距離に注目した多様体ランキング法の改良とその3次元モデル検索への応用 (2011)
  • Author(s): 栗田侑希紀, 大渕竜太郎
  • Organizer: 情報処理学会
  • Year and Date: 2011-11-10
• [Presentation] 内部構造を考慮した3次元形状モデルの検索 (2011)
  • Author(s): 後藤 啓太，古屋 貴彦，大渕 竜太郎
  • Organizer: 情報処理学会研究報告. グラフィクスとCAD研究会報告 2011-CG-145(3), 1-8, 2011-11-10
  • Place of Presentation: 筑波大学
• [Presentation] 近傍の距離に注目した多様体ランキング法の改良とその3次元モデル検索への応用 (2011)
  • Author(s): 栗田 侑希紀，大渕 竜太郎
  • Organizer: 情報処理学会研究報告. グラフィクスとCAD研究会報告 2011-CG-145(4), 1-7, 2011-11-10
  • Place of Presentation: 筑波大学
• [Remarks] 大渕 竜太郎のホームページ
  • URL: http://www.kki.yamanashi.ac.jp/~ohbuchi/
• [Remarks] 大渕のホームページ
  • URL: http://www.kki.yamanashi.ac.jp/~ohbuchi/
• [Remarks] 大渕の研究紹介
  • URL: http://www.kki.yamanashi.ac.jp/~ohbuchi/research/research_index.html
• [Remarks] 大渕の論文リスト
  • URL: http://www.kki.yamanashi.ac.jp/~ohbuchi/publication.html
• [Remarks] ICPR2012 Tutorial 3D Shape Analysis and Retrieval
  • URL: https://sites.google.com/site/3dshapeanalysisicpr2012/
• [Remarks]
  • URL: http://www.kki.yamanashi.ac.jp/~ohbuchi/