Publication

2024年 †

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学術論文 - Journal †

[24-J011] Yosuke Taki, Yuta Ueno, Masahiro Oda, Yoshiyuki Kitaguchi, Osama M. A. Ibrahim, Naohiko Aketa, Takefumi Yamaguchi, ``Analysis of the performance of the CorneAI for iOS in the classification of corneal diseases and cataracts based on journal photographs,'' Scientific Reports, Vol.14, 15517 (2024/07) doi: 10.1038/s41598-024-66296-3

[24-J010] Zhou Zheng, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Kensaku Mori,``Federated 3D multi-organ segmentation with partially labeled and unlabeled data,'' International Journal of Computer Assisted Radiology and Surgery (2024/05/08) doi:10.1007/s11548-024-03139-6

[24-J009] Tsuyoshi Igami, Akihiro Maehigashi, Yoshihiko Nakamura, Yuichiro Hayashi, Masahiro Oda, Yukihiro Yokoyama, Takashi Mizuno, Junpei Yamaguchi, Shunsuke Onoe, Masaki Sunagawa, Nobuyuki Watanabe, Taisuke Baba, Shoji Kawakatsu, Kensaku Mori, Kazuhisa Miwa, Tomoki Ebata, ``A clinical assessment of three-dimensional-printed liver model navigation for thrice or more repeated hepatectomy based on a conversation analysis,'' Surgery Today (2024/04) doi: 10.1007/s00595-024-02835-9

[24-J008] Kazuhiro Furukawa, Masahiro Oda, Osamu Watanabe, Masanao Nakamura, Takeshi Yamamura, Keiko Maeda, Kensaku Mori, Hiroki Kawashima, ``Artificial intelligence-based diagnostic imaging system with virtual enteroscopy and virtual unfolded views to evaluate small bowel lesions in Crohn's disease,'' Revista Espanola de Enfermedades Digestivas (2024/03) doi: 10.17235/reed.2024.10405/2024

[23-J007] Hayato Itoh, Masahiro Oda, Shinji Saiki, Koji Kamagata, Wataru Sako, Kei-ichi Ishikawa, ``Preliminary study of substantia nigra analysis by tensorial feature extraction,'' International Journal of Computer Assisted Radiology and Surgery, (2024/03) doi:10.1007/s11548-024-03175-2

[24-J006] Chen Shen, Holger R. Roth, Yuichiro Hayashi, Masahiro Oda, Gen Sato, Tadaaki Miyamoto, Daniel Rueckert & Kensaku Mori, ``Anatomical attention can help to segment the dilated pancreatic duct in abdominal CT,''International Journal of Computer Assisted Radiology and Surgery, Vol.19, pp. 655–664,(2024/03) doi:org/10.1007/s11548-023-03049-z

[24-J005] Akihiro Maehigashi, Kazuhisa Miwa, Masahiro Oda, Yoshihiko Nakamura, Kensaku Mori, Tsuyoshi Igami, ``Use of 3D-printed model of liver by experts and novices,'' Current Psychology (2024/02) doi: 10.1007/s12144-024-05676-4

[24-J004] Yuta Ueno, Masahiro Oda, Takefumi Yamaguchi, Hideki Fukuoka, Ryohei Nejima, Yoshiyuki Kitaguchi, Masahiro Miyake, Masato Akiyama, Kazunori Miyata, Kenji Kashiwagi, Naoyuki Maeda, Jun Shimazaki, Hisashi Noma, Kensaku Mori, Tetsuro Oshika, ``Deep learning model for extensive smartphone-based diagnosis and triage of cataracts and multiple corneal diseases,'' British Journal of Ophthalmology (First online 19 January 2024) (2024/01) doi: 10.1136/bjo-2023-324488

[24-J003] Yuzhang Liu, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kensaku Mori,``YOLOv7-RepFPN: Improving real-time performance of laparoscopic tool detection on embedded systems,'' Healthcare Technology Letters, (First online 23 January 2024) doi.org/10.1049/htl2.12072

[24-J002] Luyang Zhang, Yuichiro Hayashi, Masahiro Oda, Kensaku Mori, ``Towards better laparoscopic video segmentation: A class-wise contrastive learning approach with multi-scale feature extraction,'' Healthcare Technology Letters (First online 13 January 2024) (2024/01) doi: 10.1049/htl2.12069

[24-J001] Zhou Zheng, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kensaku Mori, ``Revisiting instrument segmentation: Learning from decentralized surgical sequences with various imperfect annotations,'' Healthcare Technology Letters (First online 08 January 2024) (2024/01) doi: 10.1049/htl2.12068

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学会誌（解説記事） †

[24-M002] 小田 昌宏, ``生成AIがもたらす医用画像処理の変革,'' 医用画像情報学会雑誌, 41巻, 1号, pp.10-14 (2024/03/22)

[24-M001] 森 健策,``画像情報学の立場からみた脳神経内科とSociet 5.0,'' 脳神経内科, Vol.100, No.2, pp.176-182, (2024/2/25)

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社会貢献 †

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招待講演-Invited lecture †

[24-IL008] 森 健策,``人工知能・機械学習におけるバイアスを考える,''第63回日本生体医工学会,　OS1-1-1-2, 鹿児島県民交流センター, (会期: 2024年5月23日〜5月25日）（5/23）

[24-IL007] 森 健策, ``AIによる外科医療の技術革新,'' 第124回日本外科学会定期学術集会, Aichi Sky Expo (会期：2024年4月18日-4月20日) (2024/4/19)

[24-IL006] 小田昌宏, ``手術支援AI開発に資する医用画像処理,'' 第124回日本外科学会定期学術集会, Aichi Sky Expo (会期：2024年4月18日-4月20日) (2024/4/20)

[24-IL005] 森 健策, ``医療とAI-現状と未来-,'' 豊田加茂医師会総会, 豊田加茂医師会館, (2024/3/30)

[24-IL004] 小田昌宏, ``眼底画像からの性別推定AIモデルの使用法,'' JOIR第2回データ利活用セミナー, オンライン (2024/3/21)

[24-IL003] 小田昌宏, 音丸 格, 古川 亮, 森 健策, ``最新の研究動向2023 画像セグメンテーションとMICCAI総括,'' 電子情報通信学会 医用画像研究会, 沖縄県青年会館 (会期：2024年3月3日-3月4日) (2024/3/3)

[24-IL002] Masahiro Oda, ``Impact of Generative AI in Medical Image Processing,'' The Twelfth International Workshop on Image Media Quality and its Applications (IMQA 2024), Osaka University Nakanoshima Center (会期：2024年2月27日-2月28日) (2024/2/28)

[24-IL001] 森 健策, ``医療とAI　-現状と展望-,''偕行会透析セミナー, メルパルク名古屋 (2024/2/25)

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国際会議 - International Conference †

[24-I014] R. Zhu, M. Oda, Y. Hayashi, T. Kitasaka, K. Mori, ``A Semi-supervised Method for Tubular Structure Segmentation with Structure-Aware Consistency,''　CARS 2024 Computer Assisted Radiology and Surgery 38th International Congress and Exhibition June 18-21, 2024, [CAR-PO-24-00117] Universitat Pompeu Fabra Campus del Poblenou Barcelona Spain, (2024/6/20)

[24-I013]Q. An, H. Oda, Y. Hayashi, T. Kitasaka, H. Uchida, A. Hinoki, K. Suzuki, A. Takimoto, M. Oda, K. Mori, `` Multi-dimensional Consistency Learning between 2D Swin U-Net and 3D U-Net for Intestine Segmentation from CT volume,'' CARS 2024 Computer Assisted Radiology and Surgery 38th International Congress and Exhibition June 18-21, 2024, [CAR-PO-24-00120], Universitat Pompeu Fabra Campus del Poblenou Barcelona Spain (2024/6/20)

[24-I012] T. Hu, H. Itoh, M. Oda, S. Saiki, K. Kamagata, K. Ishikawa, W. Sako, N. Hattori, S. Aoki, K. Mori, ``Fully automated segmentation of substantia nigra towards longitudinal analysis of Parkinson’s Disease,''CARS 2024 Computer Assisted Radiology and Surgery 38th International Congress and Exhibition June 18-21, 2024, [CAR-LE-23-00988]Universitat Pompeu Fabra Campus del Poblenou Barcelona Spain (2024/6/20)

[24-I011]W. Li, Y. Hayashi, M. Oda, T. Kitasaka, K. Misawa, K. Mori, ``Enhanced Self-Supervised Monocular Depth Estimation with Self-Attention and Joint Depth-Pose Loss for Laparoscopic Images,'' CARS 2024 Computer Assisted Radiology and Surgery 38th International Congress and Exhibition June 18-21, 2024, [ISCAS-LE-24-00105]Universitat Pompeu Fabra Campus del Poblenou Barcelona Spain (2024/6/20)

[24-I010]Y. Liu, Y. Hayashi, M. Oda, K. Mori, ``Enhancing YOLO for Laparoscopic Tool Detection: Novel Data Augmentation and Structural Modifications Addressing Mis-Detection of Bifurcated Targets, ''CARS 2024 Computer Assisted Radiology and Surgery 38th International Congress and Exhibition June 18-21, 2024, [ISCAS-PO-24-00115]Universitat Pompeu Fabra Campus del Poblenou Barcelona pain(2024/06/20)

[24-I009]R. Miyazaki, Y. Hayashi, M. Oda, K. Mori, ``GPU-accelerated deformation mapping in hybrid organ models for real-time simulation,'' CARS 2024 Computer Assisted Radiology and Surgery 38th International Congress and Exhibition June 18-21, 2024, [ISCAS-PO-24-00128]Universitat Pompeu Fabra Campus del Poblenou Barcelona Spain(2024/6/20)

[24-I008] Y. Wu, Y. Hayashi, M. Oda, S. Kawamura, T. Takebe, K. Mori, `` Single-Image Transfer Learning for Vessel Segmentation in Dissecting Microscopic Images using Self-Supervised Consistency Loss and Retinal Images,'' CARS 2024 Computer Assisted Radiology and Surgery 38th International Congress and Exhibition June 18 - 21, 2024, [CAR-LE-108]Universitat Pompeu Fabra Campus del Poblenou Barcelona Spain(2024/6/20)

[24-I007] L. Uramoto, Y. Hayashi, M. Oda, T. Kitasaka, K. Mori, Semantic Segmentation Dataset Authoring with Simplified Labels,'' CARS 2024 Computer Assisted Radiology and Surgery 38th International Congress and Exhibition June 18 - 21, 2024, [CAR -LE-24-00132], Universitat Pompeu Fabra Campus del Poblenou Barcelona Spain(2024/6/20)

[24-I006] Ryo Toda, Hayato Itoh, Masahiro Oda, Yuichiro Hayashi, Yoshito Otake, Masahiro Hashimoto, Toshiaki Akashi, Shigeki Aoki, Kensaku Mori, ``Performance improvement for medical image classification model by using gradient-based analytical feature selection,'' Prc.SPIE 12927,12927-85, Proceedings Volume 12927, Medical Imaging 2024: Computer-Aided Diagnosis; 129272C (2024), San Diego, USA, 2024/02/18-2024/02/22, (2024/2/19)doi.org/10.1117/12.3006620

[24-I005] Qin An, Hirohisa Oda, Yuichiro Hayashi, Takayuki Kitasaka, Akinari Hinoki, Hiroo Uchida, Kojiro Suzuki, Aitaro Takimoto, Masahiro Oda, Kensaku Mori, ``Intestine segmentation from CT volume based on bidirectional teaching,'' Proc.SPIE 12926, 2926-32,Proceedings Volume 12926, Medical Imaging 2024: Image Processing; 129260Z (2024), San Diego, USA, 2024/02/18-2024/02/22, (2024/2/21)doi.org/10.1117/12.3006623

[24-I004] Yaqi Yang, Chen Shen, Yucheng Tang, Holger R. Roth, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori, ``Continued pretraining for enhanced multi-organ segmentation from CT images,'' Proc.SPIE 12926,12926-20, , SPIE Medical Imaging 2024, Image Processing ;San Diego, USA, 2024/02/18-2024/02/22, (2024/2/20) doi.org/10.1117/12.3006630

[24-I003] Tao Hu, Hayato Itoh, Masahiro Oda, Shinji Saiki, Nobutaka Hattori, Koji Kamagata, Wataru Sako, Kei-ichi Ishikawa, Shigeki Aoki, Kensaku Mori, ``Boosting substantia nigra segmentation from T2 weighted MRI via test-time normalization and distance-reweighted loss,'' Proc.SPIE 12927,12927-21, Medical Imaging 2024: Computer-Aided Diagnosis; 129270O (2024), San Diego, USA, 2024/02/18-2024/02/22, (2024/2/20) doi.org/10.1117/12.3008521

[24-I002] Rintaro Miyazaki, Yuichiro Hayashi, Masahiro Oda, Kensaku Mori, ``Adaptive octree cube refinement depending on grasping position for deformable organ models,'' Proc.SPIE 12927,12927-21, Medical Imaging 2024: Image-Guided Procedures, Robotic Interventions, and Modeling; 1292826 (2024)Medical Imaging 2024 , San Diego, USA, 2024/02/18-2024/02/22, (2024/2/19) doi.org/10.1117/12.3006816

[24-I001] Cheng Wang, Yunheng Wu, Yuichiro Hayashi, Masahiro Oda, Shuntaro Kawamura, Takanori Takebe, Kensaku Mori, ``Anatomical structure-constrained thrombosis region segmentation and measurement using confocal laser scanning microscopic images,'' Proc.SPIE 12930,12930-15,Proceedings Volume 12930, Medical Imaging 2024: Clinical and Biomedical Imaging; 129300H (2024), San Diego, USA, 2024/02/18-2024/02/22, (2024/2/20) doi.org/10.1117/12.3006862

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研究会 - Workshop †

[24-W006] 小野坂 捺, 伊東 隼人, 小田 昌宏, 三澤 将史, 森 悠一, 工藤 進英, 森 健策, ``教師なしモデルベース深度推定を利用した大腸の3次元形状復元,'' 電子情報通信学会技術研究報告(MI), 信学技報, vol.123, no. 411, MI2023-60, pp. 87-90, 沖縄県青年会館,(2024/3/3)

[24-W005] 小田 昌宏, 音丸 格, 古川 亮, 森 健策, ``最新の研究動向2023 画像セグメンテーションとMICCAI総括,'' 電子情報通信学会技術研究報告(MI), 信学技報, vol.123, no. 411, MI2023-46, pp. 45-49, 沖縄県青年会館,(2024/3/3)

[24-W004] 深井 大輔, 小田 紘久, 林 雄一郎, 鄭 通, 中村 彰太, 小田 昌宏, 森 健策, ``面状構造強調に基づく2D U-Netを用いた肺マイクロCT像からの肺胞セグメンテーション,'' 電子情報通信学会技術研究報告(MI), 信学技報, vol.123, no. 411, MI2023-76, pp. 145-148, 沖縄県青年会館,(2024/3/4)

[24-W003] 大野 真奈, 申 忱, Holger R. Roth, 小田 昌宏, 林 雄一郎, 三澤 一成, 森 健策, ``血管強調画像とAutoMLを用いた腹部CT像からの多臓器領域抽出,'' 電子情報通信学会技術研究報告(MI), 信学技報, vol.123, no. 411, MI2023-78, pp. 152-155, 沖縄県青年会館,(2024/3/4)

[24-W002] Yaqi Yang, Chen Shen, Holger R. Roth, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori, ``Multi-organ Segmentation from Abdominal CT Volumes based on Self-supervised Learning Method,'' 電子情報通信学会技術研究報告(MI), 信学技報, vol.123, no. 411, MI2023-71, pp. 127-130, 沖縄県青年会館,(2024/3/4)

[24-W001] 楊 天予, 小田 昌宏, 鄭 通, 林 雄一郎, 森 健策, ``不確実性を用いた胸部CT画像からのCOVID-19病変セグメンテーション手法,'' 電子情報通信学会技術研究報告(MI), 信学技報, vol.123, no. 411, MI2023-74, pp. 137-140, 沖縄県青年会館, (2024/3/4)

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学会全国大会 - Annual Meeting †

[24-A001] 小田昌宏, ``深層学習を用いた医用画像処理の信頼性向上に関する研究,''JHPCN: 学際大規模情報基盤共同利用・共同研究拠点 第16回シンポジウム, 2024年7月11日-7月12日, 東京コンファレンスセンター・品川 (7/11)

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学会支部大会 - Branch Meeting †

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arXiv †

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Book chapter †

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特許 †

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その他 - Others †

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Access †

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