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Development of integrated computer-aided diagnosis system for various lung diseases using 3D-CT images

Research Project

Project/Area Number 17H02110
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Medical systems
Research InstitutionOsaka University (2019)
Yamaguchi University (2017-2018)

Principal Investigator

KIDO SHOJI  大阪大学, 医学系研究科, 特任教授(常勤) (90314814)

Co-Investigator(Kenkyū-buntansha) 岡田 宗正  山口大学, 医学部附属病院, 准教授 (70380003)
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)
岩野 信吾  名古屋大学, 医学系研究科, 准教授 (90335034)
Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥15,600,000 (Direct Cost: ¥12,000,000、Indirect Cost: ¥3,600,000)
Fiscal Year 2019: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2018: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2017: ¥6,500,000 (Direct Cost: ¥5,000,000、Indirect Cost: ¥1,500,000)
Keywordsコンピュータ支援診断 / ディープラーニング / ディープランニング / 類似画像検索
Outline of Final Research Achievements

We have developed computer-aided diagnosis (CAD) system that is more accurate and robust than the conventional CAD methods on high-resooution 3D images obtained from multi-detector row CT system for various lung diseases by use of deep learning technology.
For diffuse lung diseases, we extracted abnormal regions from each opacity pattern using U-Net and Residual U-Net. Nd, also we classified diffuse lung opacity patterns by use of unsupervised learning which does not require annotations by radiologists. For lung nodules, region extraction was performed three-dimensionally using DeconvNet and V-Net. In all cases, good results were obtained, which were in good agreement with the annotations by the radiologists.

Academic Significance and Societal Importance of the Research Achievements

これまでのCADの研究開発は,肺癌検診のために肺結節の検出や鑑別をするCADやびまん性肺疾患診断のための陰影パターンの分類をおこなうCADといった単一病変の検出や鑑別が目的とされてきたが,これは日常臨床業務のニーズにはマッチしてない.またCAD開発のために多くの画像症例が必要とされた.本研究では,実際の臨床現場で放射線科医が必要とする多様な肺疾患を統合的に診断支援するために放射線科医の負担を軽減して開発可能なCADを目指したところに学術的・社会的意義がある.

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (146 results)

All 2020 2019 2018 2017

All Journal Article (40 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 24 results,  Open Access: 3 results) Presentation (105 results) (of which Int'l Joint Research: 41 results,  Invited: 26 results) Book (1 results)

  • [Journal Article] Automatic Classification of Respiratory Sounds Based on Time-Frequency Analysis and Convolutional Neural Network2020

    • Author(s)
      南弘毅,陸慧敏,金亨燮,平野靖,間普真吾,木戸尚治
    • Journal Title

      Medical Imaging Technology

      Volume: 38 Issue: 1 Pages: 40-47

    • DOI

      10.11409/mit.38.40

    • NAID

      130007796400

    • ISSN
      0288-450X, 2185-3193
    • Year and Date
      2020-01-25
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Deep Learning for Pulmonary Image Analysis: Classification, Detection, and Segmentation2020

    • Author(s)
      Kido Shoji、Hirano Yasushi、Mabu Shingo
    • Journal Title

      Advances in Experimental Medicine and Biology

      Volume: 1213 Pages: 47-58

    • DOI

      10.1007/978-3-030-33128-3_3

    • ISBN
      9783030331276, 9783030331283
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Investigating the Effects of Transfer Learning on ROI-based Classification of Chest CT Images: A Case Study on Diffuse Lung Diseases2020

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

      Journal of Signal Processing Systems

      Volume: 92 Issue: 3 Pages: 307-313

    • DOI

      10.1007/s11265-019-01499-w

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Supervoxel Graph Cuts: An Effective Method for GGO Candidate Regions Extraction on CT Images2020

    • Author(s)
      Lu Huimin、Kondo Masashi、Li Yujie、Tan JooKooi、Kim Hyoungseop、Murakami Seiichi、Aoki Takatoshi、Kido Shoji
    • Journal Title

      IEEE Consumer Electronics Magazine

      Volume: 9 Issue: 1 Pages: 61-66

    • DOI

      10.1109/mce.2019.2941468

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The kinetic analysis of breast cancer: An investigation of the optimal temporal resolution for dynamic contrast-enhanced MR imaging2020

    • Author(s)
      Matsukuma Miwa、Furukawa Matakazu、Yamamoto Shigeru、Nakamura Keiko、Tanabe Masahiro、Okada Munemasa、Iida Etsushi、Ito Katsuyoshi
    • Journal Title

      Clinical Imaging

      Volume: 61 Pages: 4-10

    • DOI

      10.1016/j.clinimag.2020.01.004

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Incidentally detected pancreatic adenocarcinomas on computed tomography obtained during the follow-up for other diseases.2020

    • Author(s)
      Higashi M, Onoda H, Nakao S, Miyoshi K, Iida E, Okada M, Furukawa M, Ito K
    • Journal Title

      Abdom Radiol

      Volume: 45 Issue: 3 Pages: 774-781

    • DOI

      10.1007/s00261-019-02365-w

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 特集 かすかな所見からひも解く胸部画像診断 肺血管性病変 胸部単純X線写真やCTで血管らしさに注目する2019

    • Author(s)
      岡田 宗正
    • Journal Title

      臨床画像

      Volume: 35 Issue: 12 Pages: 1402-1411

    • DOI

      10.18885/J01843.2020087209

    • ISSN
      0911-1069
    • Year and Date
      2019-12-26
    • Related Report
      2019 Annual Research Report
  • [Journal Article] Current Topics CT dose control 山口大学における小児CT dose control2019

    • Author(s)
      岡田 宗正
    • Journal Title

      臨床画像

      Volume: 35 Issue: 11 Pages: 1322-1327

    • DOI

      10.18885/J01843.2020043030

    • ISSN
      0911-1069
    • Year and Date
      2019-11-26
    • Related Report
      2019 Annual Research Report
  • [Journal Article] Detection of Active Inflammation Status Around Ventricular Aneurysms in Patients With Cardiac Sarcoidosis2019

    • Author(s)
      Nanno Takuma、Kobayashi Shigeki、Yoshitomi Ryosuke、Fujii Shohei、Kajii Toshiro、Kohno Michiaki、Ishiguchi Hironori、Okuda Shinichi、Okada Munemasa、Suga Kazuyoshi、Yano Masafumi
    • Journal Title

      Circulation Journal

      Volume: 83 Issue: 12 Pages: 2494-2504

    • DOI

      10.1253/circj.CJ-19-0248

    • NAID

      130007751174

    • ISSN
      1346-9843, 1347-4820
    • Year and Date
      2019-11-25
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 3D-CNN for Automatic Detection of Lung Nodules from Temporal Subtraction Images2019

    • Author(s)
      芳野 由利子、陸 慧敏、金 亨燮、村上 誠一、青木 隆敏、木戸 尚治
    • Journal Title

      Medical Imaging and Information Sciences

      Volume: 36 Issue: 2 Pages: 77-82

    • DOI

      10.11318/mii.36.77

    • NAID

      130007668727

    • ISSN
      0910-1543, 1880-4977
    • Year and Date
      2019-06-30
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Detection of Malignant Cells in Cervical Cancer Cytology using Faster R-CNN2019

    • Author(s)
      津森 太亮、木戸 尚治、平野 靖、森 正樹、稲井 邦博、今村 好章
    • Journal Title

      Medical Imaging Technology

      Volume: 37 Issue: 3 Pages: 155-163

    • DOI

      10.11409/mit.37.155

    • NAID

      130007662436

    • ISSN
      0288-450X, 2185-3193
    • Year and Date
      2019-05-25
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Endovascular Treatment of Intercostal Artery Aneurysm Associated with Aortic Coarctation.(Epub ahead of print)2019

    • Author(s)
      Suzuki R, Mikamo A, Matsuno Y, Fujita A, Kurazumi H, Okada M, Hamano K
    • Journal Title

      Ann Thorac Surg

      Volume: S0003-4975 Issue: 1 Pages: e51-e52

    • DOI

      10.1016/j.athoracsur.2019.01.052

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Influence of fat deposition on T1 mapping of the pancreas: evaluation by dual-flip-angle MR imaging with and without fat suppression.2019

    • Author(s)
      Higashi M, Tanabe M, Okada M, Furukawa M, Iida E, Ito K
    • Journal Title

      Radiol Med

      Volume: 27 Issue: 1 Pages: 1-6

    • DOI

      10.1007/s11547-019-01087-9

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Liver imaging reporting and data system (LI-RADS) v2018: comparison between computed tomography and gadoxetic acid-enhanced magnetic resonance imaging.2019

    • Author(s)
      Nakao S, Tanabe M, Okada M, Furukawa M, Iida E, Miyoshi K, Matsunaga N, Ito K.
    • Journal Title

      Jpn J Radiol

      Volume: 37 Issue: 9 Pages: 651-659

    • DOI

      10.1007/s11604-019-00855-x

    • NAID

      50014305088

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Deep Learning in Textural Medical Image Analysis2019

    • Author(s)
      Suzuki Aiga、Sakanashi Hidenori、Kido Shoji、Shouno Hayaru
    • Journal Title

      Deep Learning in Healthcare

      Volume: 171 Pages: 111-126

    • DOI

      10.1007/978-3-030-32606-7_7

    • ISBN
      9783030326050, 9783030326067
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Opacity Labeling of Diffuse Lung Diseases in CT Images Using Unsupervised and Semi-supervised Learning2019

    • Author(s)
      Mabu Shingo、Kido Shoji、Hirano Yasuhi、Kuremoto Takashi
    • Journal Title

      Deep Learning in Healthcare

      Volume: 171 Pages: 165-179

    • DOI

      10.1007/978-3-030-32606-7_10

    • ISBN
      9783030326050, 9783030326067
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 呼吸機能イメージングにおけるAI2019

    • Author(s)
      木戸尚治
    • Journal Title

      月刊呼吸器内科

      Volume: 35 Pages: 438-445

    • NAID

      40021918809

    • Related Report
      2019 Annual Research Report
  • [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] Localized Doxorubicin-Induced Cardiomyopathy Complicated With Shower Emboli Originating From Apical Intramural Thrombi2018

    • Author(s)
      Ishiguchi H, Kobayashi S, Okuda S, Okamura T, Okada M, Takemura G, Takahashi M, Mikamo A, Hamano K, Yano M.
    • Journal Title

      Circulation Journal

      Volume: 82 Issue: 9 Pages: 2375-2376

    • DOI

      10.1253/circj.CJ-17-1231

    • NAID

      130007438912

    • ISSN
      1346-9843, 1347-4820
    • Year and Date
      2018-08-24
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Change in muscle volume after steroid therapy in patients with myositis assessed using cross-sectional computed tomography.2018

    • Author(s)
      Nawata T, Kubo M, Nomura T, Oishi K, Shiragami K, Ikegami T, Okada M, Kobayashi S, Yano M
    • Journal Title

      BMC Musculoskelet Disord

      Volume: 19 Issue: 1 Pages: 93-93

    • DOI

      10.1186/s12891-018-2008-8

    • Related Report
      2018 Annual Research Report 2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Histogram-pattern analysis of the lung perfused blood volume for assessment of pulmonary thromboembolism2018

    • Author(s)
      Okada M, Nomura T, Nakashima Y, Kunihiro Y, Kido S
    • Journal Title

      Diagn Interv Radiol

      Volume: - Pages: 139-145

    • DOI

      10.5152/dir.2018.17311

    • Related Report
      2018 Annual Research Report 2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Histogram-based comparison between dynamic and static lung perfused blood volume images using dual energy CT.2018

    • Author(s)
      Okada M, Nomura T, Nakashima Y, Kido S, Ito K
    • Journal Title

      Eur J Radiol

      Volume: 108 Pages: 269-275

    • DOI

      10.1016/j.ejrad.2018.08.012

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multislice CT 2018 BOOK 低線量 超低線量CTについて2018

    • Author(s)
      岡田宗正
    • Journal Title

      映像情報Medical

      Volume: 50 Pages: 1346-1354

    • Related Report
      2018 Annual Research Report
  • [Journal Article] 画像診断2018

    • Author(s)
      岡田宗正
    • Journal Title

      画像診断

      Volume: 38 Pages: 826-827

    • Related Report
      2018 Annual Research Report
  • [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 Pages: 1669-1679

    • Related Report
      2018 Annual Research Report
  • [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] Computer-aided Volumetry of Part-Solid Lung Cancers by Using CT: Solid Component Size Predicts Prognosis2018

    • Author(s)
      Kamiya Shinichiro、Iwano Shingo、Umakoshi Hiroyasu、Ito Rintaro、Shimamoto Hironori、Nakamura Shota、Naganawa Shinji
    • Journal Title

      Radiology

      Volume: 印刷中 Issue: 3 Pages: 172319-172319

    • DOI

      10.1148/radiol.2018172319

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 声門下気管内まで浸潤した食道がんに対する気道ステント留置術において気道管理に工夫を要した1症例2018

    • Author(s)
      村上駿一, 石田和慶, 小林大河, 岡田宗正, 川並俊介, 松本美志也
    • Journal Title

      臨床麻酔

      Volume: 42 Pages: 33-37

    • Related Report
      2017 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] Massive-Training Artificial Neural Network Deep Learning in Computer-Aided Diagnosis for Chest and Abdomen2017

    • Author(s)
      平野 靖, 伊藤 貴佳, 橋本 典明, 木戸 尚治, 鈴木 賢治
    • Journal Title

      Medical Imaging Technology

      Volume: 35 Issue: 4 Pages: 194-199

    • DOI

      10.11409/mit.35.194

    • NAID

      130006108062

    • ISSN
      0288-450X, 2185-3193
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Journal Article] Planning video-assisted thoracic surgery segmentectomy using three dimensional computed tomography angiography and bronchography with a virtual safety margin.2017

    • Author(s)
      Iwano S.
    • Journal Title

      J Vis Surg

      Volume: eCollection 2017. Pages: 82-82

    • DOI

      10.21037/jovs.2017.04.08

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Treatment Options for Celiac Stenosis and Pancreaticoduodenal Artery Aneurysms.2017

    • Author(s)
      Takeuchi Y, Morikage N, Samura M, Harada T, Yamashita O, Suehiro K, Okada M, Hamano K.
    • Journal Title

      Ann Vasc Surg

      Volume: 41 Pages: 281.e21-281.e23

    • DOI

      10.1016/j.avsg.2016.10.036

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evaluation of a proper cutoff value on quantitative dual-energy perfusion CT for the assessment of acute pulmonary thromboembolism2017

    • Author(s)
      Yoshie Kunihiro, Munemasa Okada
    • Journal Title

      Acta Radiologica

      Volume: 印刷中 Issue: 9 Pages: 1061-1067

    • DOI

      10.1177/0284185116683577

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Urinary 8-Hydroxy-2′-Deoxyguanosine as a Myocardial Oxidative Stress Marker Is Associated With Ventricular Tachycardia in Patients With Active Cardiac Sarcoidosis2017

    • Author(s)
      Ishiguchi H, Kobayashi S, Myoren T, Kohno M, Nanno T, Murakami W, Oda S, Oishi K, Okuda S, Okada M, Suga K, Yano M.
    • Journal Title

      Cardiovascular Imaging,

      Volume: 10 Issue: 12

    • DOI

      10.1161/circimaging.117.006764

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] SOMATOM Force:Tin(Sn)Filtration imaging2017

    • Author(s)
      岡田宗正
    • Journal Title

      INNERVISON

      Volume: 32 Pages: 24-25

    • Related Report
      2017 Annual Research Report
  • [Journal Article] ピタバスタチンによる脂質低下療法を受けた患者のマルチスライスCTでの冠動脈プラーク評価(IMPACT研究)2017

    • Author(s)
      名尾朋子, 三浦俊郎, 吉村将之, 藤村達大, 中島好晃, 岡田宗正, 松永尚文, 矢野雅文
    • Journal Title

      山口医学

      Volume: 66 Pages: 89-96

    • NAID

      130007661303

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 【動脈・静脈の疾患(上)-最新の診断・治療動向-】 動脈・静脈疾患の検査 動脈疾患の検査 血管造影2017

    • Author(s)
      岡田宗正, 松永尚文
    • Journal Title

      日本臨床

      Volume: 75 Pages: 170-177

    • Related Report
      2017 Annual Research Report
  • [Presentation] Computational fluid dynamics (CFD)シミュレーションを用いた肺葉切除術後の呼吸機能解析,特別セッション『呼吸機能と画像を繋ぐ計算流体力学研究』2020

    • Author(s)
      平野 靖
    • Organizer
      第12回呼吸機能イメージング研究会学術集会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Semi-supervised convolutional neural network for automated segmentation of diffuse lung disease patterns,2020

    • Author(s)
      Yuki Suzuki,Kazuki Yamagata,Shoji Kido,Noriyuki Tomiyama
    • Organizer
      SPIE MEDICAL IMAGING 2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 解剖構造認識との同時処理による胸部CT像の超解像処理の改良2020

    • Author(s)
      戸澤賢樹,斉藤篤,木戸尚治,平野 靖,稲井邦博,木村浩彦,清水昭伸
    • Organizer
      医用画像研究会(MI)
    • Related Report
      2019 Annual Research Report
  • [Presentation] Segmentation of Pulmonary Abnormalities on CT Images using Deep Learning2020

    • Author(s)
      Shoji Kido,Yuki Suzuki,Noriyuki Tomiyama
    • Organizer
      International Workshop on Advanced Image Technology 2020 (IWAIT 2020)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Nest型3D Fully Convolution Networkを用いた3次元CT画像中の肺結節領域抽出2020

    • Author(s)
      木寺 俊介, 木戸 尚治, 平野 靖, 田中 伸幸, 富山憲幸
    • Organizer
      第12回呼吸機能イメージング研究会学術集会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 肺重量補正FDG PET/CT像による肺気腫のFDG集積評価2020

    • Author(s)
      菅 一能, 木下 貴治, 玉井 義隆, 平野 靖, 平野 網彦
    • Organizer
      第12回呼吸機能イメージング研究会学術集会
    • Related Report
      2019 Annual Research Report
  • [Presentation] YOLOを用いた胸部CT画像からの肺結節検出2020

    • Author(s)
      陳 栩, 平野 靖, 木戸 尚治
    • Organizer
      医用画像研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 食道癌術後の乳び胸に対してリンパ管造影および胸腔鏡下胸管結紮術が有用であった1例2020

    • Author(s)
      成清 紘司, 田辺 昌寛, 岡田 宗正, 竹本 圭宏, 原田 栄二郎, 伊東 克能
    • Organizer
      第37回 山口県食道疾患研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Automatic extraction of abnormalities on temporal subtraction images using sparse coding and 3D-CNN2020

    • Author(s)
      Yuichiro Koizumi, Noriaki Miyake, Huimin Lu, Hyoungseop Kim, Takatoshi Aoki, Shoji Kido
    • Organizer
      The 2020 International Conference on Artificial Lefe and Robotics (ICAROB2020)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D-CNN with residual sub-blocks for automatic detection of lung nodules from temporal subtraction images2020

    • Author(s)
      Yuriko Yoshino, Huimin Lu, Hyoungseop Kim, Takatoshi Aoki, Shoji Kido
    • Organizer
      The 2nd Intlenational Conference on Artificial Intelligence in Information and Communication
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 比較読影のための画像位置合わせ法2020

    • Author(s)
      金亨燮, 陸慧敏, 青木隆敏, 木戸尚治
    • Organizer
      電子情報通信学会 画像工学研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 医療に役立つ人工知能(AI)開発の現状と課題。 AIで医療安全はどのように変わっていくか2019

    • Author(s)
      木戸 尚治
    • Organizer
      第14回医療の質・安全学会学術集会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 画像診断における人工知能応用の現状と将来2019

    • Author(s)
      木戸 尚治
    • Organizer
      2019年度 日本生体医工学会東海支部大会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 胸部画像診断におけるAI-CADの現状と将来2019

    • Author(s)
      木戸 尚治
    • Organizer
      第11回池添メモリアル胸部画像診断セミナー
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 機器・ソフトの進歩2 CAD/AI2019

    • Author(s)
      木戸 尚治
    • Organizer
      第4回Advanced Medical Imaging研究会(SAMI)
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] AIに於ける医用画像処理と診断支援システム2019

    • Author(s)
      平野 靖
    • Organizer
      第35回山口核医学技術検討会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 様々な大規模計算環境の得手・不得手~ 何ができて何ができない?2019

    • Author(s)
      平野 靖
    • Organizer
      第38回日本医用画像工学会大会,第9回JAMITチュートリアル講演会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 画像診断における人工知能応用の現状と将来2019

    • Author(s)
      木戸尚治
    • Organizer
      2019年度 日本生体医工学会東海支部大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Bolasso特徴選択手法を用いたびまん性肺疾患陰影の分析2019

    • Author(s)
      遠藤瑛泰,永田賢二,木戸尚治,庄野 逸
    • Organizer
      ニューロコンピューティング研究会(NC)MEとバイオサイバネティックス研究会(MBE)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 3D convolutional neural networks for automatic detection of lung nodules from temporal subtraction images2019

    • Author(s)
      Y. Yoshino,H. Kim,H. Lu,S. Murakami,T. Aoki,S. Kido
    • Organizer
      Computer Assisted Radiology 33rd International Congress and Exhibition
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D registration method based on intensity gradient information for temporal subtraction technique in thoracic MDCT image2019

    • Author(s)
      N. Miyake,H. Lu,H. Kim,S. Murakami,S. Kido,T. Aoki
    • Organizer
      Computer Assisted Radiology 33rd International Congress and Exhibition
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Artifacts reduction for analyzing postmortem CT images by using deep learning,2019

    • Author(s)
      S. Chai,Y. Hirano,S. Kido,K. Kinoshita,K. Inai,S. Noriki,
    • Organizer
      Computer Assisted Radiology 33rd International Congress and Exhibition
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Cycle GANを用いた胸部CT画像のドメイン変換とその識別システムへの応用2019

    • Author(s)
      三宅将司,間普真吾,木戸尚治,呉本尭,平野靖
    • Organizer
      第38回日本医用画像工学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] GANによるCT肺結節画像の生成,2019

    • Author(s)
      濵口 拓真,木戸 尚治,平野 靖,岩野 信吾
    • Organizer
      第38回日本医用画像工学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 胸部CT 像中の肺結節の良悪性鑑別における自動抽出された画像特徴の可視化2019

    • Author(s)
      平島 翔,平野 靖,木戸 尚治,岩野 信吾,本田 健,関 順彦,金 亨燮
    • Organizer
      第38回日本医用画像工学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Faster R-CNNによる肝臓がん候補領域の抽出法2019

    • Author(s)
      古月 夢奇,陸 慧敏,金 亨燮,平野 靖,間普 真吾,田辺 昌寛,木戸 尚治
    • Organizer
      第38回日本医用画像工学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 肺重量補正FDG PET/CT像による肺気腫のFDG集積の検討2019

    • Author(s)
      菅 一能,木下 貴治,玉井 義隆,平野 靖,平野 網彦
    • Organizer
      第132回日本医学放射線学会中国・四国地方会&第54回日本核医学会中国・四国地方会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Interventional biliary reconstruction for the biliary-jejunum anastomosis leak with gun-sight approach.2019

    • Author(s)
      Munemasa Okada, Kenichiro Ihara, Katsuyoshi Ito
    • Organizer
      Cardiovascular and Interventional Radiological Society of Europe 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 通常造影CTと、低管電圧CTで超低濃度造影剤を用いた大動脈のイメージクオリティに関する比較検討2019

    • Author(s)
      野村 貴文, 岡田 宗正, 成清 絋司, 久冨 庄平, 竹上 和希, 伊東 克能
    • Organizer
      第78回日本医学放射線学会総会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 産婦のdual energy CTの定量評価:静脈血栓症が疑われる対照群との比較2019

    • Author(s)
      岡田 宗正, 野村 貴文, 成清 絋司, 久冨 庄平, 竹上 和希, 中尾 聖, 三好 啓介, 松隈 美和, 古川 又一, 伊東 克能
    • Organizer
      第78回日本医学放射線学会総会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Siemens Seminar最新CTテクノロジーとAI最前線 ~Expanding Precision Medicine~最新CTテクノロジー:Tin filter technologyの真価2019

    • Author(s)
      岡田 宗正
    • Organizer
      第78回日本医学放射線学会総会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 門脈閉塞例に発症した総肝動脈損傷の1対処例2019

    • Author(s)
      成清 紘司, 小松 徹郎, 伊東 研一郎, 飯田 悦史, 岡田 宗正, 伊東 克能
    • Organizer
      第132回日本医学放射線学会 中国・四国地方会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 画像下治療に役立つ腹部の最新CT画像2019

    • Author(s)
      岡田 宗正
    • Organizer
      第33回日本腹部放射線学会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Detection of Abnormal Regions on Temporal Subtraction Images Based on CNN2019

    • Author(s)
      Mitsuaki Nagao, Huimin Lu, Hyoungseop Kim, Takatoshi Aoki, Shoji Kido
    • Organizer
      4th International Conference on Biomedical Signal and Image Processing(ICBIP 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Detection of Lung Nodules from Temporal Subtraction Image Using Deep Learning2019

    • Author(s)
      Kohei Tamai, Noriaki Miyake, Humin Lu, Hyoungseop Kim, Seiichi Murakami, Takatoshi Aoki, Shoji Kido
    • Organizer
      2019 19th International Conference on Control, Automation and Systems (ICCAS)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [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2018
    • Related Report
      2018 Annual Research Report
    • Invited
  • [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] The clinical impact of ultralow dose breast CT lymphography (CTLG) using Tin filter:assessment with standard dose CTLG.2019

    • Author(s)
      M. Okada, T. Nomura, K. Narikiyo, S. Kudomi, K. Takegami, H. Nagano, K. Ito
    • Organizer
      25th European Congress of Radiology
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The evaluation of ultralow dose CT urography using Tin filter: Comparison with standard-dose CT urography2019

    • Author(s)
      K. Narikiyo, M. Okada, T. Nomura, K. Takegami, S. Kudomi, K. Ito, S. Nakao
    • Organizer
      25th European Congress of Radiology
    • 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
    • Int'l Joint Research
  • [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] Unsupervised and Semi-Supervised Learning for Efficient Opacity Annotation of Diffuse Lung Diseases2019

    • Author(s)
      Shingo Mabu, Shoji Kido, Yasushi Hirano, Takashi Kuremoto
    • Organizer
      SPIE 11050, International Forum on Medical Imaging in Asia 2019,
    • 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] Volumetric quantification of lung low attenuation area in ultralow dose CT - Intra-individual comparison with standard dose CT2018

    • Author(s)
      Okada M
    • Organizer
      The 77th Annual Meeting of the Japan Radiological Society
    • Related Report
      2018 Annual Research Report
  • [Presentation] Educational Lecture 23. Cardiac Radiology 2. The scan principle for aortic aneurysm2018

    • Author(s)
      Okada M
    • Organizer
      The 77th Annual Meeting of the Japan Radiological Society
    • Related Report
      2018 Annual Research Report
  • [Presentation] Evaluation of venous attenuation with reduced radiation and contrast material dose on CT venography2018

    • Author(s)
      Nomura T、Okada M、他2名
    • Organizer
      The 77th Annual Meeting of the Japan Radiological Society
    • Related Report
      2018 Annual Research Report
  • [Presentation] Evaluation of venous attenuation with reduced radiation and contrast material dose on CT venography2018

    • Author(s)
      Nomura T, Okada M, Ito K.
    • Organizer
      The SCCT 13th Annual Scientific Meeting 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Left ventricular function and aortic distensibility using 4D-CT angiography in AS patients ?2018

    • Author(s)
      Okada M, Nomura T, Narikiyo K, Ito K
    • Organizer
      The SCCT 13th Annual Scientific Meeting 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Transarterial embolization and transmucosal sclerotherapy for fast flow AVM of tongue base2018

    • Author(s)
      Okada M
    • Organizer
      The 47th Annual Meeting of the Japanese Society of Interventional Radiology & The 13th international Symposium of Interventional Radiology
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 血胸に対してViabahnとNBCA-lipi混合液にて加療し得た1例2018

    • Author(s)
      岡田宗正,田辺昌寛,成清紘司,伊原研一郎,加藤雅俊,美甘章仁,田中俊樹,濱野公一
    • Organizer
      第32回中国四国IVR研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] マイクロバルーン補助下での選択的動脈塞栓術が有用であった膵術後出血の1例2018

    • Author(s)
      田辺昌寛,岡田宗正,成清紘司,田邊雅也,伊原研一郎,加藤雅俊,飯田悦史,伊東克能
    • Organizer
      第32回中国四国IVR研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 腎癌環椎転移に対する術前動脈塞栓術の1例2018

    • Author(s)
      伊原研一郎,岡田宗正,加藤雅俊,成清紘司,田邊雅也,飯田悦史,田辺昌寛,伊東克能
    • Organizer
      第32回中国四国IVR研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 塞栓術に各種塞栓デバイスを要した巨大 simple 型肺動静脈瘻の 1 例2018

    • Author(s)
      成清紘司、岡田宗正、飯田悦史、伊東克能, 鷲田康雄
    • Organizer
      第131回 日本医学放射線学会 中国・四国地方会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 不整脈焼灼用心臓CTにおける70kV撮影の意義2018

    • Author(s)
      成清紘司、野村貴文、岡田宗正、伊東克能
    • Organizer
      第88回 日本心臓血管放射線研究会
    • 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、植村、三宅、陸、タン、金、村上、青木、平野、木戸
    • 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
    • Int'l Joint Research
  • [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
    • Int'l Joint Research
  • [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] 畳込みニューラルネットワークとSVMを用いたびまん性肺疾患の陰影識別2018

    • Author(s)
      樋口拓郎,間普真吾,橋本典明,木戸尚治,平野靖,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] 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大会
    • 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2018

    • 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2018

    • 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] 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] 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] 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学術講演会
    • 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・歯学部付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)
      Hyoungseop Kim
    • Organizer
      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] 人工知能(AI)が変えるコンピュータ支援診断2017

    • 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] 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, 31nd International Congress and Exhibition
    • 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, 31nd International Congress and Exhibition
    • 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
      the 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] 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
  • [Book] Dual-energy CT 原理を理解し臨床で活用する 肺血流・肺塞栓2019

    • Author(s)
      岡田宗正
    • Total Pages
      9
    • Publisher
      メジカルビュー社(東京)
    • ISBN
      9784758316125
    • Related Report
      2019 Annual Research Report

URL: 

Published: 2017-04-28   Modified: 2021-02-19  

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