Publication

2018年 †

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学術論文 - Journal †

[18-J004] Masashi Misawa, Shin-eiKudo, Yuichi Mori, Tomonari Cho, Shinichi Kataoka, Akihiro Yamauchi, Yushi Ogawa, Yasuharu Maeda, Kenichi Takeda, Katsuro Ichimasa, Hiroki Nakamura, Yusuke Yagawa, Naoya Toyoshima, Noriyuki Ogata, Toyoki Kudo, Tomokazu Hisayuki, Takemasa Hayashi, Kunihiko Wakamura, Toshiyuki Baba, Fumio Ishida, Hayato Ito, Roth Holger, Kensaku Mori, ``Artificial Intelligence-Assisted Polyp Detection for Colonoscopy: Initial Experience,'' Gastroenterology, Vol.154, No.8, pp.2027-2029,(2018/06)(First online: 11 April 2018)(doi:10.1053/j.gastro.2018.04.003)

[18-J003] Kiyoyuki Chinzei, Akinobu Shimizu, Kensaku Mori, Kanako Harada, Hideaki Takeda, Makoto Hashizume, Mayumi Ishizuka, Nobumasa Kato, Ryuzo Kawamori, Shunei Kyo, Kyosuke Nagata, Takashi Yamane, Ichiro Sakuma, Kazuhiko Ohe, Mamoru Mitsuishi,``Regulatory Science on AI-based Medical Devices and Systems,''Advanced Biomedical Engineering, Vol.7, pp.118-123, (2018/05)(doi:org/10.14326/abe.7.118)

[18-J002] Yuichi Mori, Shin-ei Kudo, Kensaku Mori, `` Potential of “artificial intelligence”-assisted colonoscopy using an endocytoscope (with video),'' Digestive Endoscopy, Vol.30, Issue S1, pp.52-53, (2018/04)(doi:org/10.1111/den.13005)

[18-J001] Holger R. Roth, Hirohisa Oda, Xiangrong Zhou, Natsuki Shimizu, Ying Yang, Yuichiro Hayashi, Masahiro Oda, Michitaka Fujiwara, Kazunari Misawa, Kensaku Mori, ``An application of cascaded 3D fully convolutional networks for medical image segmentation,'' Computerized Medical Imaging and Graphics,vol.66, pp.90-99 (2018/06)(First online:16 March 2018) (doi: 10.1016/j.compmedimag.2018.03.001)

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学会誌（解説記事） †

[18-M002] 森 健策, ``3Dプリンタの最新動向,'' インナービジョン 2018年2月号, Vol.33, No.2, pp.35-36 (2018/01)

[18-M001] 森　健策, ``術前術中後診断治療支援,'' 月刊「細胞], Vol.50, No.1, pp.14-18, (2018/01/20)

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社会貢献 †

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招待講演-Invited lecture †

[18-IL005] Kensaku Mori, ``Computer-assisted diagnosis and surgery based on machine learning,'' Annual academic conference of digital surgery committee of Chinese research hospital association & 2nd international conference on digital medicine, Guangzhou Baiyun International Convention Center, China (2018/05/26 Conference: 2018/05/25-27)

[18-IL004] 小田 昌宏, ``シンポジウム2 情報技術（IT）と最先端医療　：機械学習を用いた診断と治療支援,'' 第47回日本脊椎脊髄病学会学術集会, 1-1-S2-2, プログラム集 p.107, 2018/04/12 (2018年4月12日(木)〜14日(土) 神戸ポートピアホテル，神戸国際会議場，神戸国際展示場) (2018/04/12)

[18-IL003] 森 健策, ``画像診断におけるAIの現状と今後 -将来の画像診断はどう変わるか？-,'' 第20回放射線研究セミナー, 名古屋クレストンホテル, (2018/04/07)

[18-IL002] 森 健策, ``AI(機械学習)を活用した医用画像処理に基づく診断治療支援,'' 第34回東海頭蓋底外科研究会プログラム, 名古屋大学医学部付属病院, (2018/03/24）

[18-IL001] Kensaku Mori, ``Medical procedure assistance based on machine learning-current status and future direction,'' UK-Japan symposium on medical imaging and artificial intelligence, London, UK, 23 January 2018

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国際会議 - International Conference †

[18-I009] Holger Roth, Hirohisa Oda, Xiangrong Zhou, Natsuki Shimizu, Ying Yang, Chen Shen, Yuichiro Hayashi, Masahiro Oda, Michitaka Fujiwara, Kazunari Misawa, Kensaku Mori, ``Cascaded 3D Fully Convolutional Networks for Medical Image Segmentation,''GTC2018, S8532, San Jose Mc Enery Convention Center, San Jose, USA (2018/03/26, Conference: 2018/03/26-29)

[18-I008] Takayasu Moriya, Holger R. Roth, Shota Nakamura, Hirohisa Oda, Kai Nagara, Masahiro Oda, Kensaku Mori, ``Unsupervised pathology image segmantaion using representation learning with spherical k-means,'' Proc. SPIE 10581, Medical Imaging 2018: Digital Pathology, pp.1058111-1-1058111-7, doi: 10.1117/12.2292172, Marriott Marquis Houston, Houston, Texas, USA (2018/02/12, Conference: 2018/2/10-15)

[18-I007] Takayasu Moriya, Holger R. Roth, Shota Nakamura, Hirohisa Oda, Kai Nagara, Masahiro Oda, Kensaku Mori, ``Unsupervised segmentation of 3D medical images based on clustering and deep representation learning,'' Proc. SPIE 10578, Medical Imaging 2018: Biomedical Applications in Molecular, Structural, and Functional Imaging, pp.105780-1-105780-7, doi: 10.1117/12.2293414, Marriott Marquis Houston, Houston, Texas, USA (2018/02/12, Conference: 2018/2/10-15)

[18-I006] Masahiro Oda, Takayuki Kitasaka, Kazuhiro Furukawa, Ryoji Miyahara, Yoshiki Hirooka, Hidemi Goto, Nassir Navab, Kensaku Mori, ``Machine learning-based colon deformation estimation method for colonscope tracking,'' Proc. SPIE 10576, Medical Imaging 2018: Image-Guided Procedures, Robotic Interventions, and Modeling, pp.1057619-1-1057619-6, doi: 10.1117/12.2293936 , Marriott Marquis Houston, Houston, Texas, USA (2018/02/14, Conference: 2018/2/10-15)

[18-I005] Hayato Ito, Yuichi Mori, Masashi Misawa, Masahiro Oda, Shin-ei Kudo, Kensaku Mori, ``Cascade classification of lesions for automated pathological diagnosis,'' Proc. SPIE 10575, Medical Imaging 2018: Computer-Aided Diagnosis, pp.1057516-1-1057516-6, doi: 10.1117/12.2293495, Marriott Marquis Houston, Houston, Texas, USA (2018/02/14, Conference: 2018/2/10-15)

[18-I004] Hirohisa Oda, Holger Roth, Kanwal K. Bhatia, Masahiro Oda, Takayuki Kitasaka, Shingo Iwano, Hirotoshi Homma, Hirotsugu Takabatake, Minami Sanjyo, Masaaki Mori, Hiroshi Natori, Julia A. Schnabel, Kensaku Mori, ``Dense volumetric detection and segmentation of mediastinal lymph nodes in chest CT images,'' Proc. SPIE 10575, Medical Imaging 2018: Computer-Aided Diagnosis, pp.1057502-1-1057502-6, doi: 10.1117/12.2287066, Marriott Marquis Houston, Houston, Texas, USA (2018/02/12, Conference: 2018/2/10-15)

[18-I003] Takaaki Sugino, Holger Roth, Masahiro Oda, Seiji Omata, Shinya Sakuma, Fumihito Arai, Kensaku Mori,　``Automatic segmentation of eyeball structures from micro-CT images based on sparse annotation,'' Proc. SPIE 10578, Medical Imaging 2018: Biomedical Applications in Molecular, Structural, and Functional Imaging, pp.105780V-1-105780V-6, doi: 10.1117/12.2293431, Marriott Marquis Houston, Houston, Texas, USA (2018/02/12, Conference: 2018/2/10-15)

[18-I002] Chenglong Wang, Masahiro Oda, Yasushi Yoshino, Tokunori Yamamoto, Kensaku Mori,　``Fine segmentation of tiny blood vessel based on fully-connected conditional random field,'' Proc. SPIE 10574, Medical Imaging 2018: Image Processing, pp,10740K-1-10740K-7, doi: 10.1117/12.2293486, Marriott Marquis Houston, Houston, Texas, USA (2018/02/11, Conference: 2018/2/10-15)

[18-I001] Holger Roth, Masahiro Oda, Natsuki Shimizu, Hirohisa Oda, Yuichiro Hayashi, Takayuki Kitasaka, Michitaka Fujiwara, Kazunari Misawa, Kensaku Mori,　``Towards dense volumetric pancreas segmentation in CT using 3D fully convolutional network,'' Proc. SPIE 10574, Medical Imaging 2018: Image Processing, pp.105740B-1-105740B-6, doi: 10.1117/12.2293499, Marriott Marquis Houston, Houston, Texas, USA (2018/02/11, Conference: 2018/2/10-15)

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研究会 - Workshop †

[18-W007] 大竹義人, 伊藤康一, 小田昌宏, 備瀬竜馬, 諸岡健一, 周　向栄, 斉藤　篤, 清水昭伸, 増谷佳孝, 佐藤嘉伸, 森　健策, ``MICCAI2017参加報告,''　電子情報通信学会技術研究報告(MI), MI2017-101, Vol.117, No.518, pp.125-131, 石垣島ホテルミヤヒラ, 2018/03/20 (2018/03)

[18-W006] 柴田睦実, 林　雄一郎, 小田昌宏, 三澤一成, 森　健策,　``複数のステレオ内視鏡画像からの臓器形状復元の定量評価,''　電子情報通信学会技術研究報告(MI), MI2017-99, Vol.117, No.518, pp.117-122, 石垣島ホテルミヤヒラ, 2018/03/20 (2018/03)

[18-W005] 清水南月, 小田昌宏, ロス ホルガー, 林　雄一郎, 三澤一成, 藤原道隆, 森　健策, ``CNNによる回帰を用いた臓器領域の位置推定手法の初期的検討,''　電子情報通信学会技術研究報告(MI), MI2017-89, Vol.117, No.518, pp.81-86, 石垣島ホテルミヤヒラ, 2018/03/20 (2018/03)

[18-W004] 楊　瀛, Roth Holger, 小田昌宏, 北坂孝幸, 三澤一成, 森　健策,　``3D U-Netと測地距離カーネルを取り入れた全連結条件付き確率場に基づく医用画像からの多臓器自動抽出,''　電子情報通信学会技術研究報告(MI), MI2017-88, Vol.117, No.518, pp.75-80, 石垣島ホテルミヤヒラ, 2018/03/20 (2018/03)

[18-W003] 伊東隼人, 森　悠一, 三澤将史, 小田昌宏, 工藤進英, 森　健策, ``超拡大内視鏡画像における腫瘍性ポリープ分類に向けたグラスマン距離に基づく特徴選択法,'' 電子情報通信学会技術研究報告(MI), MI2017-81, Vol.117, No.518, pp.51-56, 石垣島ホテルミヤヒラ, 2018/03/19 (2018/03)

[18-W002] 北坂孝幸, 奥田透生, 佐藤　準, 豊田誠仁, 澤野弘明, 末永康仁, 三澤一成, 森 健策, ``開腹手術映像における遮蔽物除去手法の改善 〜 FFDによる位置合わせ精度の評価 〜,'' 電子情報通信学会技術研究報告(MI), MI2017-72, Vol.117, No.518, pp.31-32, 石垣島ホテルミヤヒラ, 2018/03/19 (2018/03)

[18-W001] 長柄　快, Holger R. Roth, 中村彰太, 小田昌宏, 森　健策, ``ディープラーニングを用いた教師なし学習によるレジストレーション手法の初期的検討,'' 電子情報通信学会技術研究報告(MI), MI2017-65, Vol.117, No.518, pp.7-12, 石垣島ホテルミヤヒラ, 018/03/19 (2018/03)

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学会全国大会 - Annual Meeting †

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学会支部大会 - Branch Meeting †

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arXiv †

[18-AR003] Holger R. Roth, Chen Shen, Hirohisa Oda, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori, ``Deep learning and its application to medical image segmentation,'' arXiv:1803.08691v1 (23 Mar 2018)

[18-AR002] Holger R. Roth, Hirohisa Oda, Xiangrong Zhou, Natsuki Shimizu, Ying Yang, Yuichiro Hayashi, Masahiro Oda, Michitaka Fujiwara, Kazunari Misawa, Kensaku Mori, ``An application of cascaded 3D fully convolutional networks for medical image segmentation,'' arXiv:1803.05431v2 (20 Mar 2018)

[18-AR001] Chen Shen, Holger R. Roth, Hirohisa Oda, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori, ``On the influence of Dice loss function in multi-class organ segmentation of abdominal CT using 3D fully convolutional networks,'' arXiv:1801.05912 (18 Jan 2018)

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Book chapter †

[18-BC003] 森 健策,``最先端医療機器の病院への普及展望と今後の製品開発,'' (株)技術情報協会, 第2章第5節、画像診断機器における最新の画像認識・画像処理技術の開発, pp.95-104(562頁),ISBN：978-4-86104-714-5 (2018/05/31)

[18-BC002] 森 健策,``多元計算解剖学の基礎と臨床への応用,'' 誠文堂新光社, 第2章-5, 人体画像データベース技術, pp.42-49,ISBN978-4-416-51824-3 (2018/03)

[18-BC001] 森 健策, ``新・医用放射線科学講座　医用画像情報工学,'' 医歯薬出版株式会社, 3Dプリンティング技術の医療応用, pp.134-139,ISBN978-4-263-20645-4 (2018/02)

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その他 - Others †

[18-PA001] Kensaku Mori, Masahiro Oda, Holger R roth, Yoshihiko Nakamura, Yoshito Mekada, Takayuki Kitasaka, Kazunari Misawa, Michitaka Fujiwara, Kazuhiro Durukawa, Shu Ichihara, ``Pre/intra-operative diagnosis and navigational assistance based on multidisciplinary computational anatomy,'' 第4回多元計算解剖学国際シンポジウム, Proceedings pp.87-105, 東京大学, (2018/03/02-03)

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Access †

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