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Analysis of appearance change in example-based pose estimation and extension to 3DOF

Research Project

Project/Area Number 20700163
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionHiroshima University

Principal Investigator

TAMAKI Toru  Hiroshima University, 大学院・工学研究院, 准教授 (10333494)

Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2010: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2009: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2008: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords姿勢推定 / 画像認識 / 球関数 / 学習に基づく手法 / 画像、文章、音声等認識 / 知能ロボティクス / コンピュータビジョン
Research Abstract

In this research project we aimed for an example-based pose estimation from appearance of objects taken by a camera, and developed a theoretical aspect for linear methods and proposed a new estimation method. First, we have investigated experimentally the relation between the 1DOF pose estimation of a rotating object and its appearance. Second, we have proposed a new pose representation of 3DOF rotation by using spherical functions, and also a new concept of the use of higher order rotation matrices.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (49 results)

All 2010 2009 2008 Other

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (44 results) Remarks (1 results)

  • [Journal Article] 単位円特徴空間を用いた高速でコンパクトな三次元物体認識2010

    • Author(s)
      木村将之, 天野敏之, 玉木徹, 星田孝憲, 奥川裕之, 梅崎太造
    • Journal Title

      電子情報通信学会論文誌D Vol.J93-D, No.11

      Pages: 2505-2515

    • NAID

      110007880373

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 単位円特徴空間を用いた高速でコンパクトな三次元物体認識2010

    • Author(s)
      木村将之, 天野敏之, 玉木徹, 星田孝憲, 奥川裕之, 梅崎太造
    • Journal Title

      電子情報通信学会論文誌D

      Volume: J93-D Pages: 2505-2515

    • NAID

      110007880373

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Representing images of a rotating object with cyclic permutation for view-based pose estimation2009

    • Author(s)
      Toru Tamaki, Toshiyuki Amano, Kazufumi Kaneda
    • Journal Title

      Computer Vision and Image Understanding Vol.113, No.12

      Pages: 1210-1221

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Representing images of a rotating object with cyclic permutation for view-based pose estimation2009

    • Author(s)
      Toru Tamaki, Toshiyuki Amano, Kazufumi Kaneda
    • Journal Title

      Computer Vision and Image Understanding 113

      Pages: 1210-1221

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] Softassign and EM-ICP on GPU2010

    • Author(s)
      Toru Tamaki, Miho Abe, Bisser Raytchev, Kazufumi Kaneda
    • Organizer
      Proc.of UPDAS2010 ; The 2nd Workshop on Ultra Performance and Dependable Acceleration Systems (2010 11)
    • Place of Presentation
      Higashihiroshima, Hiroshima, Japan.
    • Year and Date
      2010-11-17
    • Related Report
      2010 Final Research Report
  • [Presentation] Class-Specific Low-Dimensional Representation of Local Features for Viewpoint Invariant Object Recognition2010

    • Author(s)
      Bisser Raytchev, Yuta Kikutsugi, Toru Tamaki, Kazufumi Kaneda
    • Organizer
      Proc.of ACCV2010 ; The 10th Asian Conference on Computer Vision, Vol.3, pp.1552-1563(2010 11)
    • Place of Presentation
      Queenstown, New Zealand
    • Related Report
      2010 Final Research Report
  • [Presentation] View-Invariant Object Recognition with Visibility Maps2010

    • Author(s)
      Bisser Raytchev, Tetsuya Mino, Toru Tamaki, Kazufumi Kaneda
    • Organizer
      Proc.of ICPR2010 ; The 20th International Conference on Pattern Recognition, pp.1040-1043(2010 08)
    • Place of Presentation
      Istanbul Convention & Exhibition Centre, Istanbul, Turkey
    • Related Report
      2010 Final Research Report
  • [Presentation] Scale matching of 3D point clouds by finding keyscales with spin images2010

    • Author(s)
      Toru Tamaki, Shunsuke Tanigawa, Yuji Ueno, Bisser Raytchev, Kazufumi Kaneda
    • Organizer
      Proc.of ICPR2010 ; The 20th International Conference on Pattern Recognition, pp.3480-3483(2010 08)
    • Place of Presentation
      Istanbul Convention & Exhibition Centre, Istanbul, Turkey
    • Related Report
      2010 Final Research Report
  • [Presentation] CUDA-based implementations of Softassign and EM-ICP, Demonstration2010

    • Author(s)
      Toru Tamaki, Miho Abe, Bisser Raytchev, Kazufumi Kaneda, Marcos Slomp
    • Organizer
      presented at CVPR2010 ; IEEE Conference on Computer Vision and Pattern Recognition
    • Place of Presentation
      Hyatt Regency San Francisco, San Francisco, USA.
    • Related Report
      2010 Final Research Report
  • [Presentation] アピアランスベースの物体認識と姿勢推定2010

    • Author(s)
      奥川裕之, 玉木徹, Bisser Raytchev, 金田和文
    • Organizer
      MIRU2010画像の認識・理解シンポジウム論文集, pp.888-893(2010 07)
    • Place of Presentation
      釧路市観光国際センター, 北海道
    • Related Report
      2010 Final Research Report
  • [Presentation] クラス情報を埋め込んだ不変特徴量による3次元物体認識2010

    • Author(s)
      菊次優太, ライチェフビセル, 玉木徹, 金田和文
    • Organizer
      MIRU2010画像の認識・理解シンポジウム論文集, pp.1652-1657(2010 07)
    • Place of Presentation
      釧路市観光国際センター, 北海道
    • Related Report
      2010 Final Research Report
  • [Presentation] Visibility Map による三次元物体の視点不変な検出と認識2010

    • Author(s)
      箕野徹哉, ライチェフビセル, 玉木徹, 金田和文
    • Organizer
      MIRU2010画像の認識・理解シンポジウム論文集, pp.1658-1662(2010 07)
    • Place of Presentation
      釧路市観光国際センター, 北海道
    • Related Report
      2010 Final Research Report
  • [Presentation] Estimating a Rotation Matrix R byusing higher-order Matrices R^n withApplication to Supervised PoseEstimation2010

    • Author(s)
      Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda, Toshiyuki Amano
    • Organizer
      Proc.of SPPRA 2010 : The Seventh IASTED International Processing, Pattern Recognition and Applications, pp.58-64(2010 02).
    • Place of Presentation
      Innsbruck, Austria
    • Related Report
      2010 Final Research Report
  • [Presentation] Comparison of 3 DOF Pose Representations for Pose Estimations2010

    • Author(s)
      Kengo Harada, Satoko Tanaka, Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda, Toshiyuki Amano
    • Organizer
      Proc.of FCV2010 ; the 16th Korea-Japan Joint Workshop on Frontiers of Computer Vision, pp.408-413(2010 02)
    • Place of Presentation
      Aki Grand Hotel, Hiroshima, Japan
    • Related Report
      2010 Final Research Report
  • [Presentation] Yet Another Representation of SO(3) by Spherical Functions for Pose Estimation2010

    • Author(s)
      Toru Tamaki, Toshiyuki Amano, Kazufumi Kaneda
    • Organizer
      Proc.of FCV2010 ; the 16th Korea-Japan Joint Workshop on Frontiers of Computer Vision, pp.402-407(2010 02)
    • Place of Presentation
      Aki Grand Hotel, Hiroshima, Japan
    • Related Report
      2010 Final Research Report
  • [Presentation] CUDA-based implementations of Softassign and EM-ICP2010

    • Author(s)
      Toru Tamaki, Miho Abe, Bisser Raytchev, Kazufumi Kaneda, Marcos Slomp
    • Organizer
      IEEE Conference on Computer Vision and Pattern Recognition
    • Place of Presentation
      San Francisco, USA
    • Related Report
      2010 Annual Research Report
  • [Presentation] Scale matching of 3D point clouds by finding keyscales with spin images2010

    • Author(s)
      Toru Tamaki, Shunsuke Tanigawa, Yuji Ueno, Bisser Raytchev, Kazufumi Kaneda
    • Organizer
      The 20th International Conference on Pattern Recognition
    • Place of Presentation
      Istanbul, Turkey
    • Related Report
      2010 Annual Research Report
  • [Presentation] View-Invariant Object Recognition with Visibility Maps2010

    • Author(s)
      Bisser Raytchev, Tetsuya Mino, Toru Tamaki, Kazufumi Kaneda
    • Organizer
      The 20th International Conference on Pattern Recognition
    • Place of Presentation
      Istanbul, Turkey
    • Related Report
      2010 Annual Research Report
  • [Presentation] Class-Specific Low-Dimensional Representation of Local Features for Viewpoint Invariant Object Recognition2010

    • Author(s)
      Bisser Raytchev, Yuta Kikutsugi, Toru Tamaki, Kazufumi Kaneda
    • Organizer
      The 10th Asian Conference on Computer Vision
    • Place of Presentation
      Queenstown, New Zealand
    • Related Report
      2010 Annual Research Report
  • [Presentation] Softassign and EM-ICP on GPU2010

    • Author(s)
      Toru Tamaki, Miho Abe, Bisser Raytchev, Kazufumi Kaneda
    • Organizer
      The 2nd Workshop on Ultra Performance and Dependable Acceleration Systems
    • Place of Presentation
      Hiroshima, Japan
    • Related Report
      2010 Annual Research Report
  • [Presentation] アピアランスベースの物体認識と姿勢推定2010

    • Author(s)
      奥川裕之, 玉木徹, Bisser Raytchev, 金田和文
    • Organizer
      MIRU2010画像の認識・理解シンポジウム
    • Place of Presentation
      釧路市観光国際センター,北海道
    • Related Report
      2010 Annual Research Report
  • [Presentation] 線形的画像処理の主成分分析と顔認識への応用2010

    • Author(s)
      原田健吾, 玉木徹, Bisser Raytchev, 金田和文
    • Organizer
      MIRU2010画像の認識・理解シンポジウム
    • Place of Presentation
      釧路市観光国際センター,北海道
    • Related Report
      2010 Annual Research Report
  • [Presentation] Visibility Mapによる三次元物体の視点不変な検出と認識2010

    • Author(s)
      箕野徹哉, ライチェフビセル, 玉木徹, 金田和文
    • Organizer
      MIRU2010画像の認識・理解シンポジウム
    • Place of Presentation
      釧路市観光国際センター,北海道
    • Related Report
      2010 Annual Research Report
  • [Presentation] Estimating a Rotation Matrix R by using higher-order Matrices R^n with Application to Supervised Pose Estimation2010

    • Author(s)
      Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda, Toshiyuki Amano
    • Organizer
      The Seventh LASTED International Conference on Signal Processing, Pattern Recognition and Applications
    • Place of Presentation
      Innsbruck, Austria
    • Related Report
      2009 Annual Research Report
  • [Presentation] Comparison of 3 DOF Pose Representations for Pose Estimations2010

    • Author(s)
      Kengo Harada, Satoko Tanaka, Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda, Toshiyuki Amano
    • Organizer
      the 16th Korea-Japan Joint Workshop on Frontiers of Computer Vision
    • Place of Presentation
      Hiroshima, Japan
    • Related Report
      2009 Annual Research Report
  • [Presentation] Yet Another Representation of SO(3) by Spherical Functions for Pose Estimation2010

    • Author(s)
      Toru Tamaki, Toshiyuki Amano, Kazufumi Kaneda
    • Organizer
      the 16th Korea-Japan Joint Workshop on Frontiers of Computer Vision
    • Place of Presentation
      Hiroshima, Japan
    • Related Report
      2009 Annual Research Report
  • [Presentation] 姿勢推定における姿勢表現の比較:100物体を用いた実験的評価2009

    • Author(s)
      田中聡子, 原田健吾, 玉木徹, Bisser Raytche, 金田和文, 天野敏之
    • Organizer
      電子情報通信学会 パターン認識・メディア理解研究会
    • Place of Presentation
      広島大学,広島
    • Year and Date
      2009-10-23
    • Related Report
      2009 Annual Research Report
  • [Presentation] 姿勢推定と回転行列2009

    • Author(s)
      玉木徹
    • Organizer
      電子情報通信学会スマートインフォメディアシステム研究会(SIS)信号処理研究会(SIP)オーディオビジュアル複合情報処理研究会(IPSJ-AVM),電子情報通信学会技術報告SIP2009-48, SIS2009-23, Vol.109, No.202, pp.59-64(2009 09)
    • Place of Presentation
      広島大学, 広島
    • Year and Date
      2009-09-24
    • Related Report
      2010 Final Research Report
  • [Presentation] 姿勢推定と回転行列2009

    • Author(s)
      玉木徹
    • Organizer
      電子情報通信学会 スマートインフォメディアシステム研究会(SIS)信号処理研究会(SIP)オーディオビジュアル複合情報処理研究会(IPSJ-AVM)
    • Place of Presentation
      広島大学,広島
    • Year and Date
      2009-09-23
    • Related Report
      2009 Annual Research Report
  • [Presentation] R^nはRより高精度にRを推定できるか?2009

    • Author(s)
      玉木徹, Bisser Raytchev, 天野敏之, 金田和文
    • Organizer
      MIRU2009 画像の認識・理解シンポジウム
    • Place of Presentation
      くにびきメッセ,島根
    • Year and Date
      2009-07-20
    • Related Report
      2009 Annual Research Report
  • [Presentation] 線形的な3自由度姿勢推定のための姿勢表現の性質の実験的評価2009

    • Author(s)
      原田健吾, 玉木徹, Bisser Raytchev, 天野敏之, 金田和文
    • Organizer
      MIRU2009 画像の認識・理解シンポジウム
    • Place of Presentation
      くにびきメッセ,島根
    • Year and Date
      2009-07-20
    • Related Report
      2009 Annual Research Report
  • [Presentation] Linear 3-D Object Pose Estimation with Dense Sample Images -Discussions about Limitation of Parameter Estimation Ability by the Linear Regressions-2009

    • Author(s)
      Toshiyuki Amano, Toru Tamaki
    • Organizer
      Proc.of MVA2009 ; IAPR Conference on Machine Vision Applications, pp.182-186(2009 5)
    • Place of Presentation
      Keio University, Japan
    • Related Report
      2010 Final Research Report
  • [Presentation] An Appearance Based Fast Linear Pose Estimation2009

    • Author(s)
      Toshiyuki Amano, Toru Tamaki
    • Organizer
      Proc.of MVA2009 ; IAPR Conference on Machine Vision Applications, pp.287-290(2009 5)
    • Place of Presentation
      Keio University, Japan
    • Related Report
      2010 Final Research Report
  • [Presentation] 姿勢推定における姿勢表現の比較:100物体を用いた実験的評価2009

    • Author(s)
      田中聡子, 原田健吾, 玉木徹, Bisser Raytchev, 金田和文, 天野敏之
    • Organizer
      電子情報通信学会技術報告パターン認識・メディア理解研究会PRMU2009-93Vol.109, No.249, pp.127-132(2009 10)
    • Place of Presentation
      広島大学, 広島
    • Related Report
      2010 Final Research Report
  • [Presentation] R^nはRより高精度にRを推定できるか?2009

    • Author(s)
      玉木徹, Bisser Raytchev, 天野敏之, 金田和文
    • Organizer
      MIRU2009画像の認識・理解シンポジウム論文集, pp.984-991(2009 07)
    • Place of Presentation
      くにびきメッセ, 島根
    • Related Report
      2010 Final Research Report
  • [Presentation] 線形的な3自由度姿勢推定のための姿勢表現の性質の実験的評価2009

    • Author(s)
      原田健吾, 玉木徹, Bisser Raytchev, 天野敏之, 金田和文
    • Organizer
      MIRU2009画像の認識・理解シンポジウム論文集, pp.576-580(2009 07)
    • Place of Presentation
      くにびきメッセ, 島根
    • Related Report
      2010 Final Research Report
  • [Presentation] Linear 3-D Object Pose Estimation with Dense Sample Images -Discussions about Limitation of Parameter Estimation Ability by the Linear Regressions-2009

    • Author(s)
      Toshiyuki Amano, Toru Tamaki
    • Organizer
      IAPR Conference on Machine Vision Applications 2009
    • Place of Presentation
      Keio University, Japan
    • Related Report
      2009 Annual Research Report
  • [Presentation] An Appearance Based Fast Linear Pose Estimation2009

    • Author(s)
      Toshiyuki Amano, Toru Tamaki
    • Organizer
      IAPR Conference on Machine Vision Applications 2009
    • Place of Presentation
      Keio University, Japan
    • Related Report
      2009 Annual Research Report
  • [Presentation] 画像の学習による姿勢推定手法の学習サンプル数による精度変化の検討2008

    • Author(s)
      奥川裕之, 原田健吾, 玉木徹, 天野敏之, 金田和文
    • Organizer
      第10回IEEE広島支部学生シンポジウム(HISS)
    • Place of Presentation
      広島
    • Year and Date
      2008-11-22
    • Related Report
      2008 Annual Research Report
  • [Presentation] 画像の学習に基づく姿勢推定手法の学習サンプル数と精度の関係性の検討2008

    • Author(s)
      奥川裕之, 原田健吾, 玉木徹, 天野敏之, 金田和文
    • Organizer
      平成20年度電気・情報関連学会中国支部第59回連合大会講演論文集, p.470(2008 10)
    • Place of Presentation
      鳥取大学, 鳥取
    • Year and Date
      2008-10-25
    • Related Report
      2010 Final Research Report
  • [Presentation] 画像の学習に基づく姿勢推定手法の学習サンプル数と精度の関係性の検討2008

    • Author(s)
      奥川裕之, 原田健吾, 玉木徹, 天野敏之, 金田和文
    • Organizer
      平成20年度電気・情報関連学会中国支部第59回連合大会講演論文集
    • Place of Presentation
      鳥取
    • Year and Date
      2008-10-25
    • Related Report
      2008 Annual Research Report
  • [Presentation] 球関数による姿勢表現と姿勢推定2008

    • Author(s)
      玉木徹, 天野敏之, 金田和文
    • Organizer
      画像の認識・理解シンポジウム
    • Place of Presentation
      軽井沢
    • Year and Date
      2008-07-31
    • Related Report
      2008 Annual Research Report
  • [Presentation] 球関数による3自由度回転物体画像系列の展開と画像補間・姿勢推定への応用2008

    • Author(s)
      玉木徹, 天野敏之, 金田和文
    • Organizer
      画像の認識・理解シンポジウム
    • Place of Presentation
      軽井沢
    • Year and Date
      2008-07-31
    • Related Report
      2008 Annual Research Report
  • [Presentation] 稠密なサンプル画像を用いた3次元物体の線形姿勢推定-線形回帰によるパラメータ推定の能力限界に関する考察-2008

    • Author(s)
      天野敏之, 玉木徹
    • Organizer
      画像の認識・理解シンポジウム
    • Place of Presentation
      軽井沢
    • Year and Date
      2008-07-31
    • Related Report
      2008 Annual Research Report
  • [Presentation] 球関数による姿勢表現と姿勢推定2008

    • Author(s)
      玉木徹, 天野敏之, 金田和文
    • Organizer
      MIRU2008画像の認識・理解シンポジウム論文集, pp.1134-1141(2008 07)
    • Place of Presentation
      軽井沢プリンスホテル, 長野
    • Related Report
      2010 Final Research Report
  • [Presentation] 球関数による3自由度回転物体画像系列の展開と画像補間・姿勢推定への応用2008

    • Author(s)
      玉木徹, 天野敏之, 金田和文
    • Organizer
      MIRU2008画像の認識・理解シンポジウム論文集, pp.1169-1174(2008 07)
    • Place of Presentation
      軽井沢プリンスホテル, 長野
    • Related Report
      2010 Final Research Report
  • [Presentation] 稠密なサンプル画像を用いた3次元物体の線形姿勢推定-線形回帰によるパラメータ推定の能力限界に関する考察-2008

    • Author(s)
      天野敏之, 玉木徹
    • Organizer
      MIRU2008画像の認識・理解シンポジウム論文集, pp.1128-1133(2008 07)
    • Place of Presentation
      軽井沢プリンスホテル, 長野
    • Related Report
      2010 Final Research Report
  • [Presentation] 画像の学習による姿勢推定手法の学習サンプル数による精度変化の検討2008

    • Author(s)
      奥川裕之, 原田健吾, 玉木徹, 天野敏之, 金田和文
    • Organizer
      第10回IEEE広島支部学生シンポジウム(HISS)論文集, pp.98-71(2008 11)
    • Place of Presentation
      広島産業会館, 広島(CD-ROM)
    • Related Report
      2010 Final Research Report
  • [Remarks] ホームページ等

    • URL

      http://home.hiroshima-u.ac.jp/tamaki/

    • Related Report
      2010 Final Research Report

URL: 

Published: 2008-04-01   Modified: 2016-04-21  

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