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Computer vision approach to scattering tomography

Research Project

Project/Area Number 26280061
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Perceptual information processing
Research InstitutionHiroshima University

Principal Investigator

Tamaki Toru  広島大学, 工学研究科, 准教授 (10333494)

Co-Investigator(Renkei-kenkyūsha) MUKAIGAWA Yasuhiro  奈良先端科学技術大学院大学, 先端科学技術研究科, 教授 (60294435)
KANEDA Kazufumi  広島大学, 大学院工学研究科, 教授 (30185946)
HIGAKI Toru  広島大学, 大学院医歯薬保健学研究科, 特任准教授 (80611334)
Research Collaborator Raytchev Bisser  
Yuan Bingzhi  
KUSHIDA Tomohiro  
Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥15,730,000 (Direct Cost: ¥12,100,000、Indirect Cost: ¥3,630,000)
Fiscal Year 2017: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Fiscal Year 2016: ¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
Fiscal Year 2015: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2014: ¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Keywords散乱トモグラフィ / 多重散乱 / 光トモグラフィ / 主双対内点法 / 制約付き最適化問題 / ヘッセ行列 / トモグラフィ / コンピュータビジョン / 吸収係数 / 内点法 / 散乱光 / 可視化 / 逆問題 / 赤外線 / 散乱係数 / レイヤモデル / モンテカルロ
Outline of Final Research Achievements

In this research, we develop a novel optical tomography method that can model multiple scattering that is closer to reality than isotropic scattering or simple scattering. The purpose of this research is to analyze the scattering of infrared light inside the object using the method used in computer graphics, and to solve the inverse problem by computer vision approach and estimate the inside of the object. In this study, the internal structure of the object (that is, the extinction coefficient of light at each point) is estimated by observing the light emitted from the upper part of the object and observing the light emitted from the lower side of the object. This problem was formulated as a constrained optimization problem using an approximate layer multiple scattering model, and an efficient calculation method was devised.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (34 results)

All 2018 2017 2016 2015 2014

All Journal Article (13 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 12 results,  Open Access: 5 results,  Acknowledgement Compliant: 2 results) Presentation (21 results) (of which Int'l Joint Research: 11 results,  Invited: 2 results)

  • [Journal Article] Marker-based non-overlapping camera calibration methods with additional support camera views2018

    • Author(s)
      Fangda Zhao, Toru Tamaki, Takio Kurita, Bisser Raytchev, Kazufumi Kaneda
    • Journal Title

      Image and Vision Computing

      Volume: 70 Pages: 46-54

    • DOI

      10.1016/j.imavis.2017.12.006

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Primal-dual approach to optical tomography with discretized path integral with efficient formulations2017

    • Author(s)
      Yuan Bingzhi、Tamaki Toru、Raytchev Bisser、Kaneda Kazufumi
    • Journal Title

      Journal of Medical Imaging

      Volume: 4 Issue: 3 Pages: 033501-033501

    • DOI

      10.1117/1.jmi.4.3.033501

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Defocus-aware Dirichlet particle filter for stable endoscopic video frame recognition2016

    • Author(s)
      Tsubasa Hirakawa, Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda, Tetsushi Koide, Shigeto Yoshida, Yoko Kominami, Shinji Tanaka
    • Journal Title

      Artificial Intelligence in Medicine

      Volume: 68 Pages: 1-16

    • DOI

      10.1016/j.artmed.2016.03.002

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Computer-aided diagnosis of colorectal polyp histology by using a real-time image recognition system and narrow-band imaging magnifying colonoscopy2016

    • Author(s)
      Yoko Kominami, Shigeto Yoshida, Shinji Tanaka, Yoji Sanomura, Tsubasa Hirakawa, Bisser Raytchev, Toru Tamaki, Tetsusi Koide, Kazufumi Kaneda, Kazuaki Chayama
    • Journal Title

      Gastrointestinal Endoscopy

      Volume: 83 Issue: 3 Pages: 643-649

    • DOI

      10.1016/j.gie.2015.08.004

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Local Fractal Dimension based approaches for Colonic Polyp Classification2015

    • Author(s)
      Michael Hafner, Toru Tamaki, Shinji Tanaka, Andreas Uhl, Georg Wimmer, Shigeto Yoshida
    • Journal Title

      Medical Image Analysis

      Volume: 26 Issue: 1 Pages: 92-107

    • DOI

      10.1016/j.media.2015.08.007

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Optical tomography with discretized path integral2015

    • Author(s)
      Bingzhi Yuan, Toru Tamaki, Takahiro Kushida, Yasuhiro Mukaigawa, Hiroyuki Kubo, Bisser Raytchev, Kazufumi Kaneda
    • Journal Title

      Journal of Medical Imaging

      Volume: 2 Issue: 3 Pages: 033501-033501

    • DOI

      10.1117/1.jmi.2.3.033501

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Displaying Compressed HDR Spectral Images by Integration of Direct Tristimulus Value Conversion and Tone Mapping2015

    • Author(s)
      Michihiro Mikamo, Tsuyoshi Harada, Bisser Raytchev, Toru Tamaki, Kazufumi Kaneda
    • Journal Title

      IIEEJ Transactions on Image Electronics and Visual Computing

      Volume: 3 Pages: 126-135

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] [Paper] Spectral Rendering of Interference Phenomena Caused by Multilayer Films Under Global Illumination Environment2015

    • Author(s)
      Sho Ikeda, Shin Watanabe, Bisser Raytchev, Toru Tamaki, Kazufumi Kaneda
    • Journal Title

      ITE Transactions on Media Technology and Applications

      Volume: 3 Issue: 1 Pages: 76-84

    • DOI

      10.3169/mta.3.76

    • NAID

      130004974730

    • ISSN
      2186-7364
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A preliminarily study for predicting body weight and milk properties in lactating Holstein cows using a three-dimensional camera system2015

    • Author(s)
      Yukako Kuzuhara, Kensuke Kawamura, Rena Yoshitoshi, Toru Tamaki, Shun Sugai, Mai Ikegami, Yuzo Kurokawa, Taketo Obitsu, Miki Okita, Toshihisa Sugino, Taisuke Yasuda
    • Journal Title

      Computers and Electronics in Agriculture

      Volume: 111 Pages: 186-193

    • DOI

      10.1016/j.compag.2014.12.020

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Scale alignment of 3D point clouds with different scales2014

    • Author(s)
      Baowei Lin, Toru Tamaki, Fangda Zhao, Bisser Raytchev, Kazufumi Kaneda, Koji Ichii
    • Journal Title

      Machine Vision and Applications

      Volume: 25 Issue: 8 Pages: 1989-2002

    • DOI

      10.1007/s00138-014-0633-2

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 境界情報と画素値を持つ形状モデルによるCT画像からの左心室セグメンテーション―モデルデータを用いた精度検証―2014

    • Author(s)
      檜垣徹, 柴田卓也, Bisser Raytchev, 玉木徹, 金田和文
    • Journal Title

      画像電子学会誌

      Volume: 43 Pages: 330-337

    • NAID

      130005108188

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] コンピュータシミュレーションによる眼内レンズ挿入眼の網膜像作成とグレアの影響検討2014

    • Author(s)
      今井新太郎, 玉木徹, Raytchev Bisser, 金田和文, 曽根隆志, 木内良明
    • Journal Title

      視覚の科学

      Volume: 35 Pages: 43-47

    • NAID

      130004715610

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 高速走行車両からの撮影画像を用いた舗装路面の形状把握に関する基礎的研究2014

    • Author(s)
      伊東達彦, 一井康二, 角田光法, 石井詩穂, 栗原大, 玉木徹
    • Journal Title

      地盤と建設

      Volume: 32 Pages: 149-156

    • Related Report
      2014 Annual Research Report
  • [Presentation] Efficient Formulations of Optical Tomography with Discretized Path Integral2017

    • Author(s)
      Toru Tamaki, Bingzhi Yuan, Bisser Raytchev, Kazufumi Kaneda
    • Organizer
      The International Workshop on Frontiers of Computer Vision (FCV2017)
    • Place of Presentation
      韓国
    • Year and Date
      2017-02-01
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 散乱トモグラフィにおける2次元レイヤと3次元レイヤの散乱の影響2017

    • Author(s)
      兼森 光平, 玉木 徹, Bisser Raytchev, 金田 和文
    • Organizer
      第20回画像の認識・理解シンポジウム(MIRU2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 最適部分木選択による領域分割と大腸内視鏡画像への適用2017

    • Author(s)
      平川翼, 玉木徹, 栗田多喜夫, Bisser Raytchev, 金田和文, 小出哲士, 吉田成人, 三重野寛, 田中信治
    • Organizer
      電子情報通信学会医用画像研究会(MI)
    • Place of Presentation
      沖縄
    • Related Report
      2016 Annual Research Report
  • [Presentation] MARKER BASED SIMPLE NON-OVERLAPPING CAMERA CALIBRATION2016

    • Author(s)
      Fangda Zhao, Toru Tamaki, Takio Kurita, Bisser Raytchev, Kazufumi Kaneda
    • Organizer
      IEEE International Conference on Image Processing (ICIP 2016)
    • Place of Presentation
      アメリカ
    • Year and Date
      2016-09-25
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Discriminative Subtree Selection for Texture Segmentation2016

    • Author(s)
      Tsubasa Hirakawa, Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda
    • Organizer
      第19回画像の認識・理解シンポジウム(MIRU2016)
    • Place of Presentation
      静岡
    • Year and Date
      2016-08-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] Optical tomography with discretized path integrals: a comparison with log-barrier and primal-dual methods2016

    • Author(s)
      Bingzhi Yuan, Toru Tamaki, Takio Kurita, Bisser Raytchev and Kazufumi Kaneda
    • Organizer
      The Korea-Japan joint workshop on Frontiers of Computer Vision (FCV2016)
    • Place of Presentation
      Gifu
    • Year and Date
      2016-02-17
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Interior point method with ADMM for MRF optimization2016

    • Author(s)
      Tsuyoshi Harada, Toru Tamaki, Takio Kurita, Bisser Raytchev and Kazufumi Kaneda
    • Organizer
      The Korea-Japan joint workshop on Frontiers of Computer Vision (FCV2016)
    • Place of Presentation
      Gifu
    • Year and Date
      2016-02-17
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Transfer Learning for Endoscopic Image Classification2016

    • Author(s)
      Shoji Sonoyama, Toru Tamaki, Tsubasa Hirakawa, Bisser Raytchev, Kazufumi Kaneda, Tetsushi Koide, Shigeto Yoshida, Hiroshi Mieno and Shinji Tanaka
    • Organizer
      The Korea-Japan joint workshop on Frontiers of Computer Vision (FCV2016)
    • Place of Presentation
      Gifu
    • Year and Date
      2016-02-17
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Computer-Aided Colorectal Tumor Classification in NBI Endoscopy Using CNN Features2016

    • Author(s)
      Toru Tamaki, Shoji Sonoyama, Tsubasa Hirakawa, Bisser Raytchev, Kazufumi Kaneda, Tetsushi Koide, Shigeto Yoshida, Hiroshi Mieno and Shinji Tanaka
    • Organizer
      The Korea-Japan joint workshop on Frontiers of Computer Vision (FCV2016)
    • Place of Presentation
      Gifu
    • Year and Date
      2016-02-17
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 経路積分の離散化による光散乱トモグラフィ2016

    • Author(s)
      玉木徹
    • Organizer
      名古屋工業大学フロンティア研究院招聘研究者講演
    • Place of Presentation
      名古屋
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Discriminative subtree selection for NBI endoscopic image labeling2016

    • Author(s)
      Tsubasa Hirakawa, Toru Tamaki, Takio Kurita, Bisser Raytchev, Kazufumi Kaneda, Chaohui Wang, Laurent Najman, Tetsushi Koide, Shigeto Yoshida, Hiroshi Mieno, Shinji Tanaka
    • Organizer
      ACCV2016 workshop on mathematical and computational methods in biomedical imaging and image analysis (MCBMIIA2016)
    • Place of Presentation
      台湾
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatic Detection of Good/Bad Colonies of iPS Cells Using Local Features2015

    • Author(s)
      Atsuki Masuda, Bisser Raytchev, Takio Kurita, Toru Imamura, Masashi Suzuki, Toru Tamaki, and Kazufumi Kaneda
    • Organizer
      MLMI2015 (6th International Workshop on Machine Learning in Medical Imaging)
    • Place of Presentation
      Germany
    • Year and Date
      2015-10-05
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] SIPF: Scale invariant point feature for 3D point clouds2015

    • Author(s)
      Baowei Lin, Fangda Zhao, Toru Tamaki, Fasheng Wang, Le Xiao
    • Organizer
      2015 IEEE International Conference on Image Processing, ICIP 2015
    • Place of Presentation
      Canada
    • Year and Date
      2015-09-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Transfer Learning for Bag-of-Visual Words Approach to NBI endoscopic image classification2015

    • Author(s)
      Shoji Sonoyama, Tsubasa Hirakawa, Toru Tamaki, Takio Kurita, Bisser Raytchev, Kazufumi Kaneda, Tetsushi Koide, Shigeto Yoshida, Yoko Kominami, Shinji Tanaka
    • Organizer
      the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC2015)
    • Place of Presentation
      Italy
    • Year and Date
      2015-08-25
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Image Segmentation of Pyramid Style Identifier based on Support Vector Machine for Colorectal Endoscopic Images2015

    • Author(s)
      Takumi Okamoto, Tetsushi Koide, Koki Sugi, Tatsuya Shimizu, Anh-Tuan Hoang, Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda, Yoko Kominami, Shigeto Yoshida, Hiroshi Mieno, and Shinji Tanaka
    • Organizer
      the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC2015)
    • Place of Presentation
      Italy
    • Year and Date
      2015-08-25
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Layered optical tomography of multiple scattering media with combined constraint optimization2015

    • Author(s)
      Bingzhi Yuan, Toru Tamaki, Takahiro Kushida, Bisser Raytchev, Kazufumi Kaneda, Yasuhiro Mukaigawa and Hiroyuki Kubo
    • Organizer
      FCV 2015 : 21st Korea-Japan joint Workshop on Frontiers of Computer Vision
    • Place of Presentation
      KOREA
    • Year and Date
      2015-01-28 – 2015-01-30
    • Related Report
      2014 Annual Research Report
  • [Presentation] パスサンプリングを用いた散乱トモグラフィ2015

    • Author(s)
      櫛田 貴弘, Bingzhi Yuan, 玉木 徹, 向川 康博, 久保 尋之, Bisser Raytchev, 金田 和文
    • Organizer
      情報処理学会 研究報告コンピュータビジョンとイメージメディア(CVIM)
    • Place of Presentation
      奈良
    • Year and Date
      2015-01-21 – 2015-01-22
    • Related Report
      2014 Annual Research Report
  • [Presentation] Computer vision + Computer graphics = Tomography2014

    • Author(s)
      Toru Tamaki
    • Organizer
      KYOTO UNIVERSITY INFORMATICS SEMINAR,
    • Place of Presentation
      京都
    • Year and Date
      2014-11-06
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 光散乱トモグラフィの拡張2014

    • Author(s)
      櫛田貴弘, Bingzhi Yuan, 玉木徹, 向川康博, Bisser Raytchev, 金田和文
    • Organizer
      第14回ビジュアル情報処理研究合宿
    • Place of Presentation
      埼玉
    • Year and Date
      2014-09-13 – 2014-09-15
    • Related Report
      2014 Annual Research Report
  • [Presentation] Light Transport Refocusing for Unknown Scattering Medium2014

    • Author(s)
      Md. Abdul Mannan, Seiichi Tagawa, Toru Tamaki, Hajime Nagahara, Yasuhiro Mukaigawa and Yasushi Yagi
    • Organizer
      The 22nd International Conference on Pattern Recognition (ICPR2014)
    • Place of Presentation
      Sweden
    • Year and Date
      2014-08-24 – 2014-08-28
    • Related Report
      2014 Annual Research Report
  • [Presentation] Layered optical tomography of multiple scattering media with combined constraint optimization2014

    • Author(s)
      Bingzhi Yuan, Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda, Yasuhiro Mukaigawa
    • Organizer
      第17回画像の認識・理解シンポジウム MIRU2014
    • Place of Presentation
      岡山
    • Year and Date
      2014-07-28 – 2014-07-31
    • Related Report
      2014 Annual Research Report

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Published: 2014-04-04   Modified: 2019-03-29  

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