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Clinical Applications of Multidisciplinary Computational Anatomy to Diagnosis

Planned Research

Project AreaMultidisciplinary computational anatomy and its application to highly intelligent diagnosis and therapy
Project/Area Number 26108009
Research Category

Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)

Allocation TypeSingle-year Grants
Review Section Science and Engineering
Research InstitutionYamaguchi University

Principal Investigator

KIDO SHOJI  山口大学, 大学院創成科学研究科, 教授 (90314814)

Co-Investigator(Kenkyū-buntansha) 木村 浩彦  福井大学, 学術研究院医学系部門, 教授 (10242596)
法木 左近  福井大学, 学術研究院医学系部門, 准教授 (30228374)
稲井 邦博  福井大学, 学術研究院医学系部門, 准教授 (30313745)
間普 真吾  山口大学, 大学院創成科学研究科, 准教授 (70434321)
金 亨燮  九州工業大学, 大学院工学研究院, 教授 (80295005)
平野 靖  山口大学, 大学院創成科学研究科, 准教授 (90324459)
橘 理恵  大島商船高等専門学校, その他部局等, 准教授 (90435462)
Research Collaborator SHOUNO HAYARU  
MATSUNAGA NAOFUMI  
TANAKA NOBUYUKI  
HONDA OSAMU  
Project Period (FY) 2014-07-10 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥101,400,000 (Direct Cost: ¥78,000,000、Indirect Cost: ¥23,400,000)
Fiscal Year 2018: ¥15,990,000 (Direct Cost: ¥12,300,000、Indirect Cost: ¥3,690,000)
Fiscal Year 2017: ¥18,850,000 (Direct Cost: ¥14,500,000、Indirect Cost: ¥4,350,000)
Fiscal Year 2016: ¥20,670,000 (Direct Cost: ¥15,900,000、Indirect Cost: ¥4,770,000)
Fiscal Year 2015: ¥19,760,000 (Direct Cost: ¥15,200,000、Indirect Cost: ¥4,560,000)
Fiscal Year 2014: ¥26,130,000 (Direct Cost: ¥20,100,000、Indirect Cost: ¥6,030,000)
Keywords多元計算解剖 / 計算解剖 / 診断支援 / オートプシーイメージング / データベース / オートプシ-イメージング / オートプシイメージング
Outline of Final Research Achievements

As a research result, we developed algorithms using deep learning as computer-aided diagnosis (CAD) for images of diffuse lung diseases, lung nodules, and CT colonoscopy, etc. We also developed a CAD algorithm for lung nodule detection using temporal subtraction images as CAD for lung cancer, and developed an airflow simulation model for postoperative lung function evaluation.
In addition, we obtained high-precision 3D surface structure data for fixed lung samples, and created 3D organ model with surface structure information for clinical education of medical students and residents and simulation of surgery.

Academic Significance and Societal Importance of the Research Achievements

本研究の成果としては,肺結節やびまん性肺疾患,またCT仮想内視鏡などを対象としたコンピュータ支援診断(CAD)システムの研究・開発に取り組み,特にディープラーニングに技術を利用することによりロバストで精度の高いアルゴリズムを開発した.また3Dスキャナの画像とCT画像を融合することにより,臨床教育や手術支援を目的とした伸展固定肺標本を作製した.

Report

(6 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (159 results)

All 2019 2018 2017 2016 2015 2014 Other

All Int'l Joint Research (3 results) Journal Article (47 results) (of which Int'l Joint Research: 7 results,  Peer Reviewed: 35 results,  Open Access: 26 results,  Acknowledgement Compliant: 11 results) Presentation (105 results) (of which Int'l Joint Research: 38 results,  Invited: 26 results) Book (4 results)

  • [Int'l Joint Research] マサチューセッツ総合病院・ハーバード大学/アメリカ国立衛生研究所(NIH)(米国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] イリノイ工科大学(米国)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] イリノイ工科大学/ハーバード大学医学大学院(米国)

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Postmortem Intravascular Gas Caused by Antemortem Bacterial Sepsis2019

    • Author(s)
      Fumihiro Kitano, Kazuyuki Kinoshita, Sakon Noriki, Kunihiro Inai
    • Journal Title

      Internal Medicine

      Volume: 58 Issue: 3 Pages: 457-458

    • DOI

      10.2169/internalmedicine.1452-18

    • NAID

      130007585511

    • ISSN
      0918-2918, 1349-7235
    • Year and Date
      2019-02-01
    • Related Report
      2018 Annual Research Report
    • Open Access
  • [Journal Article] Analysis of the effects of transfer learning on opacity classification of diffuse lung diseases using convolutional neural network2019

    • Author(s)
      Ami Atsumo, Shingo Mabu, Shoji Kido, Yasushi Hirano, Takashi Kuremoto
    • Journal Title

      Proc. SPIE 11050, International Forum on Medical Imaging in Asia 2019

      Volume: - Pages: 1105017-1105017

    • DOI

      10.1117/12.2521229

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 胸部CT検診におけるAI-CADの研究開発動向2019

    • Author(s)
      木戸尚治
    • Journal Title

      INNERVISION

      Volume: 34 Pages: 14-17

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Deep Learning Electronic Cleansing for Single- and Dual-Energy CT Colonography2018

    • Author(s)
      Rie Tachibana, Janne J. Nappi, Junko Ota, Nadja Kohlhase, Toru Hironaka, Se Hyung Kim, Daniele Regge, Hiroyuki Yoshida
    • Journal Title

      RadioGraphics

      Volume: 38 Issue: 7 Pages: 2034-2050

    • DOI

      10.1148/rg.2018170173

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Extraction of GGO Candidate Regions on Thoracic CT Images using SuperVoxel-Based Graph Cuts for Healthcare Systems2018

    • Author(s)
      Huimin Lu, Masashi Kondo, Yujie Li, Jookooi Tan, Hyoungseop Kim, Seiichi Murakami, Takotoshi Aoki, Shoji Kido
    • Journal Title

      Mobile Networks and Applications

      Volume: 23 Issue: 6 Pages: 1669-1679

    • DOI

      10.1007/s11036-018-1111-2

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Pitfall in interpretation of kappa coefficients, in reference to the disagreement between Dr Shinichi Watanabe and Drs Tsunemi and Hiruma concerning the efficacy of the Dermatophyte Test Strip2018

    • Author(s)
      Sakon Noriki, Hisaya Ishida
    • Journal Title

      J Dermatol

      Volume: 45 Issue: 10

    • DOI

      10.1111/1346-8138.14327

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] AIの画像診断への応用2018

    • Author(s)
      木戸 尚治
    • Journal Title

      画像診断

      Volume: 34 Pages: 488-493

    • Related Report
      2018 Annual Research Report
  • [Journal Article] AIによるテクスチャ解析を用いた死因・死後経過時間の推定2018

    • Author(s)
      平野 靖, 木戸尚治
    • Journal Title

      INNERVISION

      Volume: 33 Pages: 21-23

    • Related Report
      2018 Annual Research Report
  • [Journal Article] AI導入後のCT読影のCADについて2018

    • Author(s)
      木戸 尚治
    • Journal Title

      CT検診会誌

      Volume: 25 Pages: 1-6

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Artificiallntelligence(Al)の胸部画像診断への応用と将来への展望2018

    • Author(s)
      木戸尚治
    • Journal Title

      画像診断

      Volume: 38 Pages: 1296-1305

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Automatic classification of lung nodues on MDCT images with the temporal subtraction technique2017

    • Author(s)
      Yuriko Yoshino, Takahiro Miyajima, Huimin Lu, Jookooi Tan, Hyoungseop Kim, Seiichi Murakami, Takatoshi Aoki, Rie Tachibana, Yasushi Hirano, Shoji Kido
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 12 Issue: 10 Pages: 1789-1798

    • DOI

      10.1007/s11548-017-1598-1

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Detection of Ground Glass Opacity Regions on LIDC Datasets Using DCNN2017

    • Author(s)
      平山,陸,タン,金,橘,平野,木戸
    • Journal Title

      Medical Imaging and Information Sciences

      Volume: 34 Issue: 2 Pages: 70-74

    • DOI

      10.11318/mii.34.70

    • NAID

      130006846732

    • ISSN
      0910-1543, 1880-4977
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Journal Article] An application of deep learning for medical image analysis2017

    • Author(s)
      庄野 逸, 鈴木 聡志, 木戸 尚治
    • Journal Title

      Medical Imaging and Information Sciences

      Volume: 34 Issue: 2 Pages: 48-53

    • DOI

      10.11318/mii.34.48

    • NAID

      130006846716

    • ISSN
      0910-1543, 1880-4977
    • Related Report
      2017 Annual Research Report
  • [Journal Article] AIの画像診断への応用の現状と展望2017

    • Author(s)
      粟井和夫、木戸尚治
    • Journal Title

      Radiology Sea Change

      Volume: 1 Pages: 1-10

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Newly recognized cerebral infarctions on postmortem imaging: a report of three cases with systemic infectious disease.2017

    • Author(s)
      S. Noriki, K. Kinoshita, K. Inai, T. Sakai, H. Kimura, T. Yamauchi, M. Iwano, H. Naiki
    • Journal Title

      BMC Med Imaging

      Volume: 17 Issue: 1 Pages: 1-8

    • DOI

      10.1186/s12880-016-0174-4

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Arterial Transit Time-corrected Renal Blood Flow Measurement with Pulsed Continuous Arterial Spin Labeling MR Imaging.2017

    • Author(s)
      K. Shimizu, N. Kosaka, Y. Fujiwara, T. Matsuda, T. Yamamoto, T. Tsuchida, K. Tsuchiyama, N. Oyama, H. Kimura.
    • Journal Title

      Magn Reson Med Sci.

      Volume: in press.

    • NAID

      130005286868

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Electronic cleansing for CT colonography using spectral-driven iterative reconstruction2017

    • Author(s)
      Radin A. Nasirudin, Janne J. Nappi, Toru Hironaka, Rie Tachibana, Hiroyuki Yoshida
    • Journal Title

      Proc. SPIE 10134, Medical Imaging 2017: Computer-Aided Diagnosis

      Volume: 10134 Pages: 1013436-1013436

    • DOI

      10.1117/12.2255678

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Deep multi-spectral ensemble learning for electronic cleansing in dual-energy CT colonography2017

    • Author(s)
      Rie Tachibana, Janne J. Nappi, Toru Hironaka, Se Hyung Kim, Hiroyuki Yoshida
    • Journal Title

      Proc. SPIE 10134, Medical Imaging 2017: Computer-Aided Diagnosis

      Volume: 10134 Pages: 101340E-101340E

    • DOI

      10.1117/12.2254726

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Enhancement of weakly tagged fecal materials in dual-energy CT colonography using spectral-driven iterative reconstruction technique2017

    • Author(s)
      Radin A. Nasirudin, Janne J. Nappi, Toru Hironaka, Rie Tachibana, Hiroyuki Yoshida
    • Journal Title

      Proc. SPIE 10134, Medical Imaging 2017: Computer-Aided Diagnosis

      Volume: 10132 Pages: 101323N-101323N

    • DOI

      10.1117/12.2255673

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 画像処理非エキスパート研究者のための画像処理入門:二値画像処理2017

    • Author(s)
      平野 靖
    • Journal Title

      Med Imag Tech

      Volume: 35 Pages: 18-22

    • Related Report
      2016 Annual Research Report
  • [Journal Article] A 3-D Non-rigid Warping Method Based on Free Formed Deformation for Temporal Subtraction on Thoracic MDCT Images2016

    • Author(s)
      Yuriko Yoshino, Takumi Tokisa, Hyoungseop Kim, Takatoshi Aoki, Shoji Kido
    • Journal Title

      Journal of Image and Graphics

      Volume: 4 Issue: 2 Pages: 105-109

    • DOI

      10.18178/joig.4.2.105-109

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Three-Dimensional Image-Based Biomedical Simulation for Estimation of Respiratory Function after Lobectomy2016

    • Author(s)
      平野 靖, 木戸 尚治, 上田 和弘
    • Journal Title

      Oukan (Journal of Transdisciplinary Federation of Science and Technology)

      Volume: 10 Issue: 2 Pages: 84-90

    • DOI

      10.11487/trafst.10.2_84

    • NAID

      130005429975

    • ISSN
      1881-7610, 2189-6399
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Postmortem CT is more accurate than clinical diagnosis for identifying the immediate cause of death in hospitalized patients: a prospective autopsy-based study2016

    • Author(s)
      K.Inai, S.Noriki, K.Kinoshita, T.Sakai, H.Kimura, A.Nishijima, H.Iwasaki, H.Naiki
    • Journal Title

      Virchows Archiv

      Volume: 印刷中 Issue: 1 Pages: 101-109

    • DOI

      10.1007/s00428-016-1937-6

    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] roduction of an anti-dermatophyte monoclonal antibody and its application: immunochromatographic detection of dermatophytes.2016

    • Author(s)
      S. Noriki, H. Ishida
    • Journal Title

      Med Mycol

      Volume: 54 Issue: 8 Pages: 808-815

    • DOI

      10.1093/mmy/myw037

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Muscle MRI of the Upper Extremity in the Myotonic Dystrophy Type 12016

    • Author(s)
      K. Hayashi, T. Hamano, Y. Kawamura, H. Kimura, A. Matsunaga, M. Ikawa, O. Yamamura, T. Mutoh, I. Higuchi, M. Kuriyama, Y. Nakamoto
    • Journal Title

      Eur Neurol

      Volume: 76 Issue: 1-2 Pages: 87-94

    • DOI

      10.1159/000448328

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Long-Term Endoscopic Follow-Up of Patients with Chronic Radiation Proctopathy after Brachytherapy for Prostate Cancer2016

    • Author(s)
      M. Ohtani, H. Suto, T. Nosaka, Y. Saito, Y. Ozaki, R. Hayama, T. Naito, K. Takahashi, K. Ofuji, H. Matsuda, K. Hiramatsu, T. Nemoto, H. Shioura, H. Kimura, Y. Aoki, O. Yokoyama, Y. Nakamoto
    • Journal Title

      Diagn Ther Endosc

      Volume: 2016:1414090 Pages: 1-7

    • DOI

      10.1155/2016/1414090

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Arterial Transit Time Mapping Obtained by Pulsed Continuous 3D ASL Imaging with Multiple Post-Label Delay Acquisitions: Comparative Study with PET-CBF in Patients with Chronic Occlusive Cerebrovascular Disease2016

    • Author(s)
      T. Tsujikawa, H. Kimura, T. Matsuda, Y. Fujiwara, M. Isozaki, K. Kikuta, H. Okazawa
    • Journal Title

      PLoS One

      Volume: 11 Issue: 6 Pages: 1-21

    • DOI

      10.1371/journal.pone.0156005

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Assessment of the Tumor Redox Status in Head and Neck Cancer by 62Cu-ATSM PET.2016

    • Author(s)
      T. Tsujikawa, S. Asahi, M. Oh, Y. Sato, N. Narita, A. Makino, T. Mori, Y. Kiyono, T. Tsuchida, H. Kimura, S. Fujieda, H. Okazawa
    • Journal Title

      PLoS One

      Volume: 11 Issue: 5 Pages: e0155635-e0155635

    • DOI

      10.1371/journal.pone.0155635

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Comparison of long-labeled pseudo-continuous arterial spin labeling (ASL) features between young and elderly adults: special reference to parameter selection.2016

    • Author(s)
      Fujiwara Y, Matsuda T, Kanamoto M, Tsuchida T, Tsuji K, Kosaka N, Adachi T
    • Journal Title

      Acta radiologica

      Volume: - Issue: 1 Pages: 84-90

    • DOI

      10.1177/0284185116632387

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Clinicopathologic features of small cell glioblastomas2016

    • Author(s)
      H. Takeuchi, R. Kitai, T. Hosoda, S. Yamada, N. Hashimoto, K. Kikuta, Y. Shimizu, H. Kimura
    • Journal Title

      J Neurooncol

      Volume: 127 Issue: 2 Pages: 337-344

    • DOI

      10.1007/s11060-015-2038-0

    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Unsupervised class labeling of diffuse lung diseases using frequent attribute patterns2016

    • Author(s)
      S. Mabu, M. Obayashi M, T. Kuremoto, N. Hashimoto, Y. Hirano, and S. Kido
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 12 Issue: 3 Pages: 519-528

    • DOI

      10.1007/s11548-016-1476-2

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Detection Method for Candidate Regions of Ground Glass Opacity on LIDC Database Using Image Features2016

    • Author(s)
      横田 佳祐, 金 亨燮, タン ジュークイ, 石川 聖二, 橘 理恵, 平野 靖, 木戸 尚治, 青木 隆敏
    • Journal Title

      The Journal of The Institute of Image Information and Television Engineers

      Volume: 70 Issue: 8 Pages: J178-J184

    • DOI

      10.3169/itej.70.J178

    • NAID

      130005165445

    • ISSN
      1342-6907, 1881-6908
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] CAD(胸部画像診断における)2016

    • Author(s)
      木戸尚治
    • Journal Title

      日本胸部臨床

      Volume: 75 Pages: 394-395

    • Related Report
      2016 Annual Research Report
  • [Journal Article] 多元計算解剖学の展開2016

    • Author(s)
      小林英津子, 木戸 尚治, 大内田研宙, 橋爪 誠
    • Journal Title

      MEDICAL IMAGING TECHNOLOGY

      Volume: 34 Pages: 151-156

    • NAID

      130005153314

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Different prognostic implications of 18F-FDG PET between histological subtypes in patients with cervical cancer.2015

    • Author(s)
      Rahman T, Tsujikawa T, Yamamoto M, Chino Y, Shinagawa A, Kurokawa T, Tsuchida T, Kimura H, Yoshida Y, Okazawa H.
    • Journal Title

      Medicine

      Volume: 95 Issue: 9 Pages: e3017-e3017

    • DOI

      10.1097/md.0000000000003017

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A Method to Estimate Cause of Death by Texture Analysis in Organ Regions of Postmortem CT Images2015

    • Author(s)
      平野 靖, 時安 竣一, 徐 睿, 橘 理恵, 木戸 尚治, 斉藤 篤, 清水 昭伸
    • Journal Title

      Medical Imaging Technology

      Volume: 33 Issue: 4 Pages: 177-184

    • DOI

      10.11409/mit.33.177

    • NAID

      130005099496

    • ISSN
      0288-450X, 2185-3193
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A transfer learning method with deep convolutional neural network for diffuse lung disease classification2015

    • Author(s)
      Shouno Hayaru, Suzuki Satoshi, Kido Shoji
    • Journal Title

      ICONIP

      Volume: 9489 Pages: 199-207

    • DOI

      10.1007/978-3-319-26532-2_22

    • ISBN
      9783319265315, 9783319265322
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 2段階AdaBoostを用いた経時的差分像からの結節状候補陰影の識別2015

    • Author(s)
      田中 修司, 金 亨燮, タン ジュークイ, 石川 聖二, 村上 誠一, 青木 隆敏, 平野 靖, 木戸 尚治, 橘 理恵
    • Journal Title

      バイオメディカル・ファジィ・システム学会誌

      Volume: 17 Pages: 9-16

    • NAID

      110009987542

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Pituitary metastasis of hepatocellular carcinoma presenting with panhypopituitarism: a case report.2015

    • Author(s)
      Tanaka T, Hiramatsu K, Nosaka T, Saito Y, Naito T, Takahashi K, Ofuji K, Matsuda H, Ohtani M, Nemoto T, Suto H, Yamamoto T, Kimura H, Nakamoto Y.
    • Journal Title

      BMC Cancer

      Volume: 15 Issue: 1 Pages: 863-863

    • DOI

      10.1186/s12885-015-1831-7

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Intrathoracic Benign Goiter Imaged by 18F-FDG-PET2015

    • Author(s)
      S. Wakahara, T. Konoshita, A. Sakai, T. Nakaya, M. Ichikawa, K. Yamamoto, M. Imagawa, H. Kimura, H. Okazawa, T. Ishizuka
    • Journal Title

      Medicine (Baltimore).

      Volume: 94 Issue: 32 Pages: e1387-e1387

    • DOI

      10.1097/md.0000000000001387

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Fat-subtracted three-dimensional time-of-flight MR angiography of the neck by use of fat-only images with the two-point Dixon technique.2015

    • Author(s)
      Yasuhiro Fujiwara, Yoshiyuki Ishimori, Isao Yamaguchi, Nobuyuki Kosaka, Hirohiko Kimura, Toshiki Adachi.
    • Journal Title

      Radiol Phys Technol.

      Volume: 8(2) Issue: 2 Pages: 193-199

    • DOI

      10.1007/s12194-015-0307-4

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Sparse Representation Based Method to Classify Pulmonary Patterns of Diffuse Lung Diseases2015

    • Author(s)
      Wei Zhao,
    • Journal Title

      Computational and Mathematical Methods in Medicine

      Volume: 2015 Issue: 9 Pages: 1-11

    • DOI

      10.1007/s12149-014-0895-9

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Sparse Representation Based Method to Classify Pulmonary Patterns of Diffuse Lung Diseases2015

    • Author(s)
      Zhao. W
    • Journal Title

      Computational and Mathematical Methods in Medicine

      Volume: 2015 Pages: 1-11

    • DOI

      10.1155/2015/567932

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Utility of postmortem imaging system for anatomical education in skull base surgery.2015

    • Author(s)
      Kodera T, Arishima H, Kitai R, Kikuta K, Iino S, Noriki S, Naiki H.
    • Journal Title

      Neurosurg Rev.

      Volume: 38 Issue: 1 Pages: 165-170

    • DOI

      10.1007/s10143-014-0574-2

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Feasibility of liver weight estimation by postmortem computed tomography images: An autopsy study.2014

    • Author(s)
      Inai. K
    • Journal Title

      Pathology International

      Volume: 64 Issue: 7 Pages: 315-324

    • DOI

      10.1111/pin.12174

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Risk factor analysis for bone marrow histiocytic hyperplasia with hemophagocytosis: an autopsy study.2014

    • Author(s)
      Inai K, Noriki S, Iwasaki H.
    • Journal Title

      Virchows Arch

      Volume: 465 Issue: 1 Pages: 109-118

    • DOI

      10.1007/s00428-014-1592-8

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Assessing tumor hypoxia in head and neck cancer by PET with 62Cu-diacetyl-bis(N4-methylthiosemicarbazone).2014

    • Author(s)
      Sato Y, Tsujikawa T, Oh M, Kimura Y, Mori T, Kiyono Y, Tsuchida T, Fujieda S, Okazawa H.
    • Journal Title

      Clin Nucl Med.

      Volume: 39 Issue: 12 Pages: 1027-1032

    • DOI

      10.1097/rlu.0000000000000537

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] 人工知能時代の画像処理技術、ココが知りたい! 3)CAD2019

    • Author(s)
      木戸 尚治
    • Organizer
      日本画像医学会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 画像診断領域におけるディープラーニングの基礎2019

    • Author(s)
      木戸 尚治
    • Organizer
      日本画像医学会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 医療における人工知能セミナー2019

    • Author(s)
      木戸 尚治
    • Organizer
      九頭竜2019
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Ensemble 3D residual network(E3D-ResNet) for reduction of false-positive polyp detections in CT colonography,2019

    • Author(s)
      Tomoki Uemura, Janne J. Nappi, Huimin Lu, Hyoungseop Kim, Rie Tachibana, Toru Hironaka, Hiroyuki Yoshida.
    • Organizer
      SPIE Medical Imaging 2019
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep radiomic precision CT imaging for prognostic biomarkers for interstitial lung diseases2019

    • Author(s)
      Tomoki Uemura, Mikio Matsuhiro, Chinatsu Watari, Janne Nappi, Radin Nasirudin, Toru Hironaka, Yoshiki Kawata, Noboru Niki, Hiroyuki Yoshida.
    • Organizer
      SPIE Medical Imaging 2019
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Electronic cleansing in CT colonography using a generative adversarial network2019

    • Author(s)
      Rie Tachibana, Janne Nappi, Toru Hironaka, Hiroyuki Yoshida.
    • Organizer
      SPIE Medical Imaging 2019
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 経時的差分像上の関心領域内の統計的特徴量に基づく結節状陰影の自動検出2019

    • Author(s)
      金,田中,陸,村上,青木,木戸
    • Organizer
      電子情報通信学会総合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] DeconvNetとV-Netを用いた3次元CT画像中の肺結節領域抽出2019

    • Author(s)
      木寺 俊介,木戸 尚治,平野 靖,田中 伸幸
    • Organizer
      電子情報通信学会
    • Related Report
      2018 Annual Research Report
  • [Presentation] U-Netおよびresidual U-Netを用いたCT画像中のびまん性肺疾患領域のセグメンテーション2019

    • Author(s)
      村上 佳菜子,木戸 尚治,平野 靖,間普 真吾,近藤 堅司,小澤 順
    • Organizer
      電子情報通信学会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 肺気腫病変でFDG集積は亢進しているか;CT像から得た肺組織量による補正FDG PET像による評価2019

    • Author(s)
      菅 一能,平野 靖,木戸 尚治,平野 綱彦,松永 和人
    • Organizer
      第11回呼吸機能イメージング研究会学術集会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 3DCNNによる肺結節の画像所見の検出および出力結果に基づく良悪性鑑別2019

    • Author(s)
      福嶋 一茂,平野 靖,木戸 尚治,岩野 信吾
    • Organizer
      第11回呼吸機能イメージング研究会学術集会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 深層学習を用いた呼吸音識別器の構築2019

    • Author(s)
      間普 真吾,岩本 亮佑,木戸 尚治,呉本 尭,平野 靖,河村 武郎:
    • Organizer
      第11回呼吸機能イメージング研究会学術集会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Unsupervised and semi-supervised learning for efficient opacity annotation of diffuse lung diseases2019

    • Author(s)
      Shingo Mabu, Shoji Kido, Yasushi Hirano, Takashi Kuremoto
    • Organizer
      he Joint 2019 International Workshop on Advanced Image Technology (IWAIT) & International Forum on Medical Imaging in Asia (IFMIA)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Data enhancement of deep learning for thoracic imaging2019

    • Author(s)
      Shoji Kido, Yasushi Hirano, Shingo Mabu
    • Organizer
      he Joint 2019 International Workshop on Advanced Image Technology (IWAIT) & International Forum on Medical Imaging in Asia (IFMIA)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of the effects of transfer learning on opacity classification of diffuse lung diseases using convolutional neural network.2019

    • Author(s)
      Ami Atsumo, Shingo Mabu, Shoji Kido, Yasushi Hirano, Takashi Kuremoto
    • Organizer
      he Joint 2019 International Workshop on Advanced Image Technology (IWAIT) & International Forum on Medical Imaging in Asia (IFMIA)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Detection of pulmonary nodules on chest X-ray images using R-CNN2019

    • Author(s)
      Risa Takemiya, Shoji Kido, Yasushi Hirano, Shingo Mabu
    • Organizer
      he Joint 2019 International Workshop on Advanced Image Technology (IWAIT) & International Forum on Medical Imaging in Asia (IFMIA)
    • Related Report
      2018 Annual Research Report
  • [Presentation] Segmentation of lung region from chest X-ray images using U-net2019

    • Author(s)
      Keigo Furutani, Yasushi Hirano, Shoji Kido
    • Organizer
      he Joint 2019 International Workshop on Advanced Image Technology (IWAIT) & International Forum on Medical Imaging in Asia (IFMIA)
    • Related Report
      2018 Annual Research Report
  • [Presentation] 人工知能(AI)が変えるコンピュータ支援診断の現状と将来2018

    • Author(s)
      木戸 尚治
    • Organizer
      第14回Imaging Now in Kanagawa学術講演会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 人工知能が変えるコンピュータ支援診断の現状と将来2018

    • Author(s)
      木戸 尚治
    • Organizer
      第30回岐阜呼吸器内科研究会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 医療画像診断における人工知能(AI)の現状と将来への展望2018

    • Author(s)
      木戸 尚治
    • Organizer
      第35回飛鳥放射線医学セミナー
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] AI導入後のCT読影のGADについて2018

    • Author(s)
      木戸 尚治
    • Organizer
      日本CT検診学会夏期セミナー2018
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] ディープラーニングによるコンピュータ支援診断の現状と将来2018

    • Author(s)
      木戸 尚治
    • Organizer
      京都府立医科大学放射線科デイリーカンファレンス
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Ai-CTのテクスチャ解析による死後経過時間推定2018

    • Author(s)
      平野 靖,木戸 尚治
    • Organizer
      第107回日本病理学会総会 病理解剖と死亡時画像診断(Ai)研究会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 人工知能に関する最新の話題2018

    • Author(s)
      木戸 尚治
    • Organizer
      第26回日本外科学会生涯教育セミナー(中国・四国地区)
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] CADおよびAI研究に向けて2018

    • Author(s)
      木戸 尚治
    • Organizer
      第4回呼吸機能イメージング研究会サマーセミナー
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Computerized imaging diagnosis of pulmonary diseases with artificial intelligence2018

    • Author(s)
      Shoji Kido
    • Organizer
      2018 SJTU Workshop (Joint Seminar with JSPS Core-to-Core Program) on Medical Imaging and Computational Modeling in Cardiovascular and Pulmonary Diseases
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Deep Learning を用いた胸部CT像中の肺結節の画像所見の検出および良悪性鑑別2018

    • Author(s)
      福嶋 一茂,平野 靖,木戸 尚治,岩野 信吾
    • Organizer
      第37回日本医用画像工学会大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Automated Construction of the Optimal Structure for 3D CNN by Using the Bayesian Optimizatio2018

    • Author(s)
      Yasushi Hirano, Takayoshi Ito, Shoji Kido, Shingo Iwano
    • Organizer
      RSNA2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Data Enhancement of Deep Learning for Medical Image Analysis: How Do We Increase Precisely Labeled Training Images?2018

    • Author(s)
      Shoji Kido, Kanako Murakami, Noriaki Hashimoto, Yasushi Hirano, Shingo Mabu, Kenji Suzuki
    • Organizer
      RSNA2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep Learningを用いたAi-CT画像に対する死後経過時間推定2018

    • Author(s)
      茶位 翔太,平野 靖,木戸 尚治,木下 一之,稲井 邦博,法木 左近
    • Organizer
      医用画像研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] CT像に対するテクスチャ解析による死後経過時間推定2018

    • Author(s)
      平野 靖,木戸 尚治,木下 一之,稲井 邦博,法木 左近
    • Organizer
      医用画像研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Aiを介した病理学と放射線科との連携2018

    • Author(s)
      法木左近
    • Organizer
      第107回日本病理学会 ワークショップ
    • Related Report
      2018 Annual Research Report
  • [Presentation] Aiと病理解剖との対比検討から分かること2018

    • Author(s)
      法木左近
    • Organizer
      福井県警察医会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 畳み込みニューラルネットワークを用いた肺聴診音データの識別2018

    • Author(s)
      若本亮佑,間普真吾,木戸尚治,呉本尭,平野靖,河村武郎
    • Organizer
      計測自動制御学会システム・情報部門学術講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] CNNによる胸部CT画像からの経時的差分画像上の異常陰影の検出2018

    • Author(s)
      長尾 充朗,植村 知規,陸 慧敏,タン ジュークイ,金 亨燮,村上 誠一,青木 隆敏,平野 靖,木戸 尚治
    • Organizer
      第37回日本医用画像工学会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Detection of Abnormal Shadows on Temporal Subtraction Images Based on Multi-phase CNN2018

    • Author(s)
      Nagao, Miyake, Yoshino, Lu, Kim, Murakami, Aoki, Kido
    • Organizer
      ICCAS2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] Automatic Extraction of Abnormalities on Temporal CT Subtraction Images Using Sparse Coding and 3D-CNN2018

    • Author(s)
      Koizumi, Miyake, Lu, Kim, Murakami, Aoki, Kido
    • Organizer
      ICCAS2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] CNN,FCN,U-Netを用いたびまん性肺疾患の領域抽出の比較2018

    • Author(s)
      村上 佳菜子, 橋本 典明, 木戸 尚治, 平野 靖, 間普 真吾, 近藤 堅司, 小澤 順
    • Organizer
      2018年度人工知能学会全国大会(第32回)
    • Related Report
      2018 Annual Research Report
  • [Presentation] Segmentation of lung nodules on MDCT images by using 3D Conv-DeconvNet2018

    • Author(s)
      Kidera Shunsuke, Kido Shoji, Hirano Yasushi, Mabu Shingo, Tanaka Nobuyuki
    • Organizer
      Computer Assisted Radiology and Surgery, 32th International Congress and Exhibition (CARS2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D residual convolutional networks for computer-aided detection of polyps in CT colonography, Computer Assisted Radiology and Surgery2018

    • Author(s)
      T. Uemura, H. Lu, H. Kim, R. Tachibana, T. Hironaka, J. Nappi, H. Yoshida
    • Organizer
      Computer Assisted Radiology and Surgery, 32th International Congress and Exhibition (CARS2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep Learning Techniques for Automated Segmentation of Diffuse Lung Disease Opacities on CT Images,2018

    • Author(s)
      Shoji Kido, Kanako Murakami, Noriaki Hashimoto, Yasushi Hirano, Shingo Mabu, Kenji Suzuki
    • Organizer
      RSNA2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 人工知能(AI)が変えるコンピュータ支援診断2018

    • Author(s)
      木戸尚治
    • Organizer
      第33回広島臨床画像研修会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Detection and Classification of Lung Abnormalities by use of Convolutional Neural Network (CNN) and Regions with CNN2018

    • Author(s)
      Kido S, Hirano Y, Hashimoto N
    • Organizer
      International Workshop on Advanced Image Technology 2018 (IWAIT 2018)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep neural network convolution (NNC) for three-class classification of diffuse lung disease opacities in high-resolution CT (HRCT): consolidation, ground-glass opacity (GGO), and normal opacity2018

    • Author(s)
      Hashimoto N, Suzuki K, Junchi Liu, Hirano Y, MacMahon H, Kido S
    • Organizer
      SPIE Medical Imaging 2018
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Opacity annotation of diffuse lung diseases using deep convolutional neural network with multi-channel information2018

    • Author(s)
      Mabu S, Kido S, Hashimoto N, Hirano Y and Kuremoto T
    • Organizer
      SPIE Medical Imaging 2018
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Basics of Computational Assessment for ILD" 8th International Workshop on Pulmonary Functional Imaging2017

    • Author(s)
      Shoji Kido
    • Organizer
      8th International Workshop on Pulmonary Functional Imaging
    • Place of Presentation
      Asan Medical Center, Seoul, Korea
    • Year and Date
      2017-03-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 呼吸器診療における胸部CT画像検査の課題と展望  3.工学の立場より2017

    • Author(s)
      木戸 尚治
    • Organizer
      第9回呼吸機能イメージング研究会学術集会
    • Place of Presentation
      京都大学, 京都府京都市
    • Year and Date
      2017-01-27
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Computer-aided classification of pulmonary diseases: Feature extraction based method versus non-feature extraction based method2017

    • Author(s)
      Shoji Kido, Yasushi Hirano, Noriaki Hashimoto
    • Organizer
      International Workshop on Advanced Image Technology (IWAIT 2017)
    • Place of Presentation
      Equatorial Hotel, Penang, Malaysia
    • Year and Date
      2017-01-08
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] AI時代のコンピューター支援診断2017

    • Author(s)
      木戸尚治
    • Organizer
      山陽・山陰Radiology Update
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 画像処理技術による診断支援への応用2017

    • Author(s)
      金亨燮
    • Organizer
      全国歯科大学・歯学部附属病院診療放射線技師連絡協議会 平成 29 年度総会・歯科放射線技術研 修会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Radiology2020 放射線科の未来2017

    • Author(s)
      木戸尚治
    • Organizer
      JCRミッドサマーセミナー2017
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 機器・ソフトの進歩2(CAD/AI)2017

    • Author(s)
      平野 靖
    • Organizer
      Advanced Medical Imaging研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Image Registration Techniques and Its Application for Computer Aided Dianosis in Medical Field2017

    • Author(s)
      KIM Hyoungseop
    • Organizer
      Joint conference: 2nd Ingernational Conference on Biomedical Signal and Image Processing (ICBIP), 5th International Conference on Biological and Medical Sciences
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 教育講演3 工学 CAD2017

    • Author(s)
      木戸尚治
    • Organizer
      第三回呼吸機能イメージング研究会サマーセミナー
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Unsupervised Opacity Annotation of Diffuse Lung Diseases Using Deep Autoencoder and Bag-of-Features2017

    • Author(s)
      Mabu S, Obayashi M, Kuremoto T, Hashimoto N, Hirano Y,
    • Organizer
      The 4th World Congress of Thoracic Imaging
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Iterative Semi-Supervised Learning for Automatic Annotation of Diffuse Lung Diseases Using Deep Autoencoder and SVM2017

    • Author(s)
      Mabu S, Hashimoto N, Kido S, Obayashi M, Kuremoto T and Hirano Y
    • Organizer
      Computer Assisted Radiology and Surgery, 31th International Congress and Exhibition (CARS2017), 19th International Workshop on Computer-Aided Diagnosis
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Computer-aided classification of diffuse lung disease patterns using convolutional neural network2017

    • Author(s)
      Murakami K, Kido S, Hashimoto N, Hirano Y, Wakasugi K, Inai K
    • Organizer
      Computer Assisted Radiology and Surgery, 31th International Congress and Exhibition (CARS2017), 19th International Workshop on Computer-Aided Diagnosis
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multi-slice ensemble deep learning of electronic cleansing for computeraided detection of colonic lesions in multi-spectral CT colonography,Computer Assisted Radiology and Surgery2017

    • Author(s)
      Tachibana R, Nappi JJ, Hironaka T, Kim SH, Yoshida H
    • Organizer
      Computer Assisted Radiology and Surgery, 31th International Congress and Exhibition (CARS2017), 19th International Workshop on Computer-Aided Diagnosis
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Computer-Aided Analysis of Diffuse Lung Diseases on Chest Radiographs: Feature Extraction Based Method versus Non-Feature Extraction Based Method (I)2017

    • Author(s)
      Kido S, Hashimoto N, Hirano Y
    • Organizer
      39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society(EMBC2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Detection of Abnormal Candidate Regions on Temporal Subtraction Images Based on DCNN2017

    • Author(s)
      Nagao, Miyake, Yoshino, Lu, Tan, Kim, Murakami, Aoki, Hirano, Kido
    • Organizer
      he 17th International Conference on Control, Automation and Systems
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Extracting of GGO Regions from Chest CT Images Using Deep Learning2017

    • Author(s)
      Hirayama, Miyake, Lu, Tan, Kim, Tachibana, Hirano, Kido
    • Organizer
      the 17th International Conference on Control, Automation and Systems
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Detection of Lung Nodules on Temporal Subtraction Images Using 3D Sparse Coding2017

    • Author(s)
      Tanaka, Miyake, Lu, Tan, Kim, Murakami, Aoki, Hirano, Kido
    • Organizer
      the 17th International Conference on Control, Automation and Systems
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Radiomic Analysis of Pulmonary Adenocarcionomas on CT Images2017

    • Author(s)
      Odo T, Kido S, Hirano Y, Hashimoto N, Tanaka N
    • Organizer
      39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society(EMBC2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] First-Reader Computerized System for Distinction between Malignant and Benign Nodules on Thoracic CT Images By Means of End-To-End Deep Learning: Convolutional Neural Network (CNN) and Neural Network Convolution (NNC) Approaches2017

    • Author(s)
      Ito T, Hirano Y, Suzuki K, Kido S
    • Organizer
      RSNA 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep-learning Electronic Cleansing for Single and Dual-Energy CT Colonography2017

    • Author(s)
      Tachibana R, Nappi J.J, Ota J, Kim SH, Regge D, Yoshida H
    • Organizer
      RSNA 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 人工知能システムの医学応用とその期待2017

    • Author(s)
      木戸尚治
    • Organizer
      第36回日本医用画像工学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] DCNN による胸部CT 画像からの経時的差分画像上の異常陰影の検出2017

    • Author(s)
      長尾、三宅、芳野、陸、タン、金、村上、青木、平野、木戸
    • Organizer
      第36回日本医用画像工学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Ai-CTのテクスチャ解析による死後経過時間推定に関する研究2017

    • Author(s)
      平野 靖,出山 大介, 木戸 尚治,木下 一之,稲井 邦博,法木 左近
    • Organizer
      第15回オートプシー・イメージング学会学術総会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 経時的差分像技術を用いた胸部CT画像上のGGO候補領域の検出2017

    • Author(s)
      近藤、三宅、陸、タン、金、村上、寺澤、青木、平野、木戸
    • Organizer
      日本医療情報学会講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Detection of lung nodules on temporal subtraction images using sparse coding2016

    • Author(s)
      Tanaka, Tan, Kim, Aoki, Kido
    • Organizer
      International Conference on Information and Communication Technology ROBOTICS (ICT-ROBOT 2016)
    • Place of Presentation
      Pusan, Korea
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A temporal subtraction technique from thoracic MDCT images based on image registration method2016

    • Author(s)
      Kondo, Tan, Kim, Murakami, Terasawa, Aoki, Kido
    • Organizer
      International Conference on Information and Communication Technology ROBOTICS (ICT-ROBOT 2016)
    • Place of Presentation
      Pusan, Korea
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] DCNNとSVMを併用したGGO候補領域の多段階識別2016

    • Author(s)
      平山一希, タン ジュー クイ, キム ヒョンソプ, 青木隆敏, 木戸尚治
    • Organizer
      画像工学研究会
    • Place of Presentation
      九州工業大学, 北九州市, 福岡県
    • Year and Date
      2016-08-08
    • Related Report
      2016 Annual Research Report
  • [Presentation] 人工知能の最前線から見たコンピュータ支援診断2016

    • Author(s)
      木戸 尚治
    • Organizer
      Advanced medical Imaging学会
    • Place of Presentation
      東京コンベンションホール, 東京都中央区
    • Year and Date
      2016-07-30
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Deep Learningによる肺結節の良悪性分類2016

    • Author(s)
      伊藤 貴佳,平野 靖,木戸 尚治
    • Organizer
      第35回日本医用画像工学会大会
    • Place of Presentation
      千葉大学, 千葉市, 千葉県
    • Year and Date
      2016-07-21
    • Related Report
      2016 Annual Research Report
  • [Presentation] 肺葉切除後のCT像に対する流体シミュレーションに基づく呼吸機能評価2016

    • Author(s)
      平野 靖,内田 圭亮, 木戸 尚治
    • Organizer
      第35回日本医用画像工学会大会
    • Place of Presentation
      千葉大学, 千葉市, 千葉県
    • Year and Date
      2016-07-21
    • Related Report
      2016 Annual Research Report
  • [Presentation] びまん性肺疾患における畳み込みニューラルネットワークを用いたパッチベース陰影分類2016

    • Author(s)
      橋本 典明,木戸 尚治, 平野 靖
    • Organizer
      第35回日本医用画像工学会大会
    • Place of Presentation
      千葉大学, 千葉市, 千葉県
    • Year and Date
      2016-07-21
    • Related Report
      2016 Annual Research Report
  • [Presentation] Unsupervised Class Labeling of Diffuse Lung Diseases Using Evolutionary Data Mining and K-means2016

    • Author(s)
      間普真吾,大林正直,呉本尭,橋本典明,平野靖,木戸尚治
    • Organizer
      第35回日本医用画像工学会大会
    • Place of Presentation
      千葉大学, 千葉市, 千葉県
    • Year and Date
      2016-07-21
    • Related Report
      2016 Annual Research Report
  • [Presentation] Unsupervised class labeling of diffuse lung diseases using frequent attribute patterns2016

    • Author(s)
      Shingo Mabu, Masanao Obayashi, Takashi Kuremoto, Noriaki Hashimoto, Yasushi Hirano, Shoji Kido
    • Organizer
      CARS 2016-30th International Congress and Exhibition
    • Place of Presentation
      Heidelberg Convention Center, German
    • Year and Date
      2016-06-22
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multi-disciplinary computational anatomy assisting radiology2016

    • Author(s)
      Shoji Kido, Noriaki Hashimoto, Yasushi Hirano, Hyoungseop Kim, Hirohiko Kimura, Sakon Noriki, Kunihiro Inai, Hayaru Shouno
    • Organizer
      CARS 2016-30th International Congress and Exhibition
    • Place of Presentation
      Heidelberg Convention Center, German
    • Year and Date
      2016-06-22
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Autopsy imagingのための計算解剖学2016

    • Author(s)
      木戸尚治
    • Organizer
      第121回日本解剖学会総会・全国学術集会
    • Place of Presentation
      ビッグパレットふくしま, 郡山市, 福島県
    • Year and Date
      2016-03-28
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Basics of Computational Assessment for Diffuse Lung Diseases (DLDs)2016

    • Author(s)
      木戸尚治
    • Organizer
      第8回呼吸機能イメージング研究会学術集会
    • Place of Presentation
      兵庫県立淡路夢舞台国際会議場, 淡路市, 兵庫県
    • Year and Date
      2016-01-29
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Classification of Diffuse Lung Diseases using Convolutional Neural Network for Practical Application2016

    • Author(s)
      Noriaki Hashimoto, Shoji Kido, Yasushi Hirano
    • Organizer
      2016 International Workshop on Advanced Image Technology
    • Place of Presentation
      Pukyong National University, Busan, Korea
    • Year and Date
      2016-01-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 人工知能の最前線から見たコンピュータ支援診断2016

    • Author(s)
      木戸 尚治
    • Organizer
      第20回広島県東部放射線研究会
    • Place of Presentation
      福山市民病院, 広島県福山市
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 胸部CT画像における類似画像検索のための小型肺癌に対するスピキュラの検出2015

    • Author(s)
      畑野亜麻衣, 木戸尚治, 平野靖, 岩野信吾
    • Organizer
      平成27年度(第66回)電気・情報関連学会中国支部連合大会
    • Place of Presentation
      山口大学,宇部市,山口県
    • Year and Date
      2015-10-17
    • Related Report
      2015 Annual Research Report
  • [Presentation] ミニブタの死後CT像を用いた臓器の死後変化のモデル化2015

    • Author(s)
      出山大介, 平野靖, 木戸尚治
    • Organizer
      平成27年度(第66回)電気・情報関連学会中国支部連合大会
    • Place of Presentation
      山口大学,宇部市,山口県
    • Year and Date
      2015-10-17
    • Related Report
      2015 Annual Research Report
  • [Presentation] Development of image viewer for analyzing of temporal subtraction from chest CT images2015

    • Author(s)
      M.Kondo, Y.Yoshino, H.Kim, J.K.Tan, S.Ishikawa, S.Murakami, T.Aoki, R.Tachibana, Y.Hirano, S.Kido
    • Organizer
      International Conference on Control, Automation and Systems 2015
    • Place of Presentation
      Bexco, Busan, Korea
    • Year and Date
      2015-10-13
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] SVMによる胸部CT画像からのすりガラス状候補陰影の検出2015

    • Author(s)
      金 亨燮, 横田佳祐, タン ジュークイ, 石川聖二, 橘 理恵, 平野 靖, 木戸尚治, 靑木隆敏
    • Organizer
      映像情報メディア学会 年次大会 2015
    • Place of Presentation
      東京理科大学 葛飾キャンパス, 葛飾区, 東京都
    • Year and Date
      2015-08-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] Determination of Lung Regions on Chest CT Images with Diffuse Lung Diseases by Use of Anatomical Structures and Pulmonary Textures2015

    • Author(s)
      Kyohei Karasawa, Shoji Kido, Yasushi Hirano, Kazuki Kozuka
    • Organizer
      37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Milano Conference Center, Milan, Italy
    • Year and Date
      2015-08-25
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Development of Automatic Database Registration and Similar-Case Retrieval for Diffuse Lung Diseases by Texture Analysis of Whole-Lung CT Volume2015

    • Author(s)
      Kazuki Kozuka, Kazutoyo Takata, Kenji Kondo, Kyohei Karasawa, Yasushi Hirano, Shoji Kido
    • Organizer
      37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Milano Conference Center, Milan, Italy
    • Year and Date
      2015-08-25
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 胸部CT画像を用いた肺動脈の抽出と血管命名のための木構造の作成2015

    • Author(s)
      髙野 豊,木戸 尚治,平野 靖,尾辻 秀章,山岡 利成
    • Organizer
      第34回日本医用画像工学会大会
    • Place of Presentation
      金沢歌劇場, 金沢市, 石川県
    • Year and Date
      2015-07-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] 胸部CT像に対するFEMによる仮想肺葉切除術後のCT像の作成2015

    • Author(s)
      堀 翔太郎,平野 靖,木戸 尚治
    • Organizer
      第34回日本医用画像工学会大会
    • Place of Presentation
      金沢歌劇場, 金沢市, 石川県
    • Year and Date
      2015-07-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] 画像特徴を用いたLIDCデータベースからのGGO候補領域の自動抽出2015

    • Author(s)
      横田 佳祐, 金 亨燮, タン ジュークイ, 石川 聖二, 橘 理恵, 平野 靖, 木戸 尚冶, 青木 隆敏
    • Organizer
      Media Computing Conference 2015
    • Place of Presentation
      姫路市市民会館, 姫路市, 兵庫県
    • Year and Date
      2015-06-28
    • Related Report
      2015 Annual Research Report
  • [Presentation] Chest CT-Based Classification of Occupational and Environmental Lung Diseases2015

    • Author(s)
      Shoji Kido, Wei Zhou, Narufumi Suganuma
    • Organizer
      ICOH 31st International Congress on Occupational Health
    • Place of Presentation
      Coex, Seoul, Korea
    • Year and Date
      2015-05-31
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 放射線医療における自動化(オートメーション)技術にどう向き合うか?2015

    • Author(s)
      木戸尚治
    • Organizer
      日本放射線技術学会第71回総会学術大会
    • Place of Presentation
      パシフィコ横浜, 横浜市, 神奈川県
    • Year and Date
      2015-04-15
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] びまん性肺疾患の陰影パターン分類におけるWatershed法を用いた関心領域の設定2015

    • Author(s)
      竹下 優美
    • Organizer
      電子情報通信学会 医用画像研究会
    • Place of Presentation
      ホテルミヤヒラ(沖縄県石垣市)
    • Year and Date
      2015-03-02 – 2015-03-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] 解剖学的構造と肺テクスチャを用いた胸部CT画像の肺野領域決定2015

    • Author(s)
      唐澤 恭平
    • Organizer
      電子情報通信学会 医用画像研究会
    • Place of Presentation
      ホテルミヤヒラ(沖縄県石垣市)
    • Year and Date
      2015-03-02 – 2015-03-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] 胸部4D-CT像を用いた任意時相のCT像の作成2015

    • Author(s)
      中川 道開
    • Organizer
      電子情報通信学会 医用画像研究会
    • Place of Presentation
      ホテルミヤヒラ(沖縄県石垣市)
    • Year and Date
      2015-03-02 – 2015-03-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] Detection of Lung Nodules from Thoracic MDCT Images Based on Statistical Features in Volume of Interest on Temporal Subtraction Images2015

    • Author(s)
      Tanaka. S
    • Organizer
      the Joint Conference of the International Workshop on Advanced Image Technology and the International Forum on Medical Imaging in Asia
    • Place of Presentation
      National Cheng Kung University, Tainan, Taiwan
    • Year and Date
      2015-01-11 – 2015-01-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Automatic Identification of Lung Candidate Nodules on Chest CT Images Based on Temporal Subtraction Images2014

    • Author(s)
      Tanaka. S
    • Organizer
      Joint International Conference on Soft Computing and Intelligent Systems and International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kitakyushu International Conference Center, Kitakyushu, Japan
    • Year and Date
      2014-12-03 – 2014-12-06
    • Related Report
      2014 Annual Research Report
  • [Presentation] Automatic Detection of GGO Regions on CT Images in LIDC Dataset Based on Statistical Features2014

    • Author(s)
      K. Yokota
    • Organizer
      Joint International Conference on Soft Computing and Intelligent Systems and International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kitakyushu International Conference Center, Kitakyushu, Japan
    • Year and Date
      2014-12-03 – 2014-12-06
    • Related Report
      2014 Annual Research Report
  • [Presentation] MICCAI2014参加報告2014

    • Author(s)
      北坂 孝幸
    • Organizer
      電子情報通信学会 医用画像研究会
    • Place of Presentation
      イーグレひめじ(兵庫県姫路市)
    • Year and Date
      2014-11-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] A computer-aided diagnosis tool for the classification of the pneumoconiosis on the HRCT images2014

    • Author(s)
      Zhao. W
    • Organizer
      Computer Assisted Radiology and Surgery, 28th International Congress and Exhibition (CARS2014)
    • Place of Presentation
      Marinemesse, Fukuoka, Japan
    • Year and Date
      2014-07-25 – 2014-07-28
    • Related Report
      2014 Annual Research Report
  • [Presentation] 肺葉切除術後のCT像に対する呼吸シミュレーション2014

    • Author(s)
      内田 圭亮
    • Organizer
      第33回日本医用画像工学会大会
    • Place of Presentation
      東京慈恵会医科大学(東京都港区)
    • Year and Date
      2014-07-24 – 2014-07-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] 死後CT像のテクスチャ解析による死因・死後経過時間推定2014

    • Author(s)
      平野 靖
    • Organizer
      第33回日本医用画像工学会大会
    • Place of Presentation
      東京慈恵会医科大学(東京都港区)
    • Year and Date
      2014-07-24 – 2014-07-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] NBI内視鏡画像を用いた早期胃がん病変のコンピュータ支援診断2014

    • Author(s)
      長見 諭
    • Organizer
      第33回日本医用画像工学会大会
    • Place of Presentation
      東京慈恵会医科大学(東京都港区)
    • Year and Date
      2014-07-24 – 2014-07-26
    • Related Report
      2014 Annual Research Report
  • [Book] 医療AIとディープラーニングシリーズ 標準 医用画像のためのディープラーニング: 入門編,応用編2019

    • Author(s)
      福岡 大輔 (著, 編集), 藤田 広志 (監修) 、木戸尚治
    • Total Pages
      14
    • Publisher
      オーム社
    • ISBN
      9784274223648
    • Related Report
      2018 Annual Research Report
  • [Book] Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging2018

    • Author(s)
      Kenji Suzuki, Yisong Chen
    • Total Pages
      387
    • Publisher
      Springer International Publishing
    • ISBN
      9783319688428
    • Related Report
      2017 Annual Research Report
  • [Book] Imaging: Basic Principles of Computer-Assisted Diagnosis and Therapy2017

    • Author(s)
      Kobatake Hidefumi, Masutani Yoshitaka
    • Total Pages
      354
    • Publisher
      Springer
    • ISBN
      9784431559740
    • Related Report
      2017 Annual Research Report
  • [Book] 1990年代後半以降の動向,近年の日本のスパコン,分散コンピューティング・グリッドコンピューティング”,計算科学講座 計算科学のための並列計算2014

    • Author(s)
      平野 靖
    • Total Pages
      10
    • Publisher
      共立出版
    • Related Report
      2014 Annual Research Report

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Published: 2014-11-20   Modified: 2022-02-28  

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