Nagoya University   Innovative Research Center for Preventive Medical Engineering, Graduate School of Engineering   Researcher

2009.4 - 2009.7

CARS 2024 Computer Assisted Radiology and Surgery   Program Committee  

2024.1 - 2024.6   

The 42th JAMIT Annual Meeting   Program Committee  

2023.4 - 2023.8   

The 32nd Annual Congress of Japan Society of Computer Aided Surgery   Program Committee  

2023.3 - 2023.12   

The International Forum on Medical Imaging in Asia (IFMIA)   Program Committee  

2022.7 - 2023.1   

Editorial Committee of IEICE Transactions on Information and Systems   Member of Editorial Committee  

2022.6 - 2026.6   

13th International Workshop on Machine Learning in Medical Imaging (MLMI2022)   Program Committee  

2022.3 - 2022.9   

The Japan Society of Computer Aided Surgery   Editorial Committee  

2022.2 - 2023.11   

The 31st Annual Congress of Japan Society of Computer Aided Surgery   Program Committee  

2022.2 - 2022.6   

The 30th Annual Congress of Japan Society of Computer Aided Surgery   Program Committee  

2021.8 - 2021.11   

The 40th JAMIT Annual Meeting   Program Committee  

2021.5 - 2021.10   

12th International Workshop on Machine Learning in Medical Imaging (MLMI2021)   Program Committee  

2021.3 - 2021.10   

The 39th JAMIT Annual Meeting   Program Committee  

2020.4 - 2020.9   

11th International Workshop on Machine Learning in Medical Imaging (MLMI2020)   Program Committee  

2020.3 - 2020.10   

  Local Arrangement Chair  

2019.6 - 2020.1   

The 38th JAMIT Annual Meeting   Program Committee  

2019.4 - 2019.7   

10th International Workshop on Machine Learning in Medical Imaging (MLMI2019)   Program Committee  

2019.3 - 2019.10   

  Local Arrangement Chair  

2018.6 - 2019.1   

The 37th JAMIT Annual Meeting   Program Committee  

2018.4 - 2018.7   

9th International Workshop on Machine Learning in Medical Imaging (MLMI2018)   Program Committee  

2018.3 - 2018.9   

電子情報通信学会　医用画像研究専門委員会   専門委員  

2017.6 - 2021.6   

  Local Arrangement Chair  

2017.6 - 2018.3   

The 36th JAMIT Annual Meeting   Program Committee  

2017.4 - 2017.7   

The 26th Annual Congress of Japan Society of Computer Aided Surgery   Local Arrangement Chair  

2016.10 - 2017.10   

日本医用画像工学会編集委員会   副編集委員長  

2016.8 - 2020.7   

情報処理学会第79回全国大会   実行委員  

2016.4 - 2017.3   

The 35th JAMIT Annual Meeting   Program Committee  

2016.4 - 2016.7   

  Local Organizer  

2016.1 - 2016.5   

The 34th JAMIT Annual Meeting   Program Committee  

2015.4 - 2015.8   

2nd International Workshop on Computer-Assisted and Robotic Endoscopy (CARE) 2015   Program Committee  

2015.3 - 2015.10   

  Member of editorial board  

2014.8 - 2016.7   

The 33rd JAMIT Annual Meeting   Program Committee  

2014.4 - 2014.7   

MICCAI 2013 5th International Workshop on Abdominal Imaging: Computational and Clinical Applications   Program Committee, Local Organizer  

2013.4 - 2013.9   

The 32nd JAMIT Annual Meeting   Program Committee  

2013.4 - 2013.8   

MICCAI 2013 steering committee   Executive Committee, Local Executive Committee, Local Arrangement Chair, Workshop Publicity Chair and Co-Chairs, Futsal Co-Chair  

2012.5 - 2013.9   

The 31st JAMIT Annual Meeting   Program Committee  

2012.4 - 2012.8   

日本医用画像工学会 奨励賞

2017.9   日本医用画像工学会  

小田 昌宏, 山本 徳則, 吉野 能, 森 健策

Magna Cum Laude

2014.12   The Radiological Society of North America  

Kensaku Mori, Yoshihiko Nakamura, Yuichiro Hayashi, Masahiro Oda, Tsuyoshi Igami, Tomoaki Hirose

Certificate of Merit

2009.12   The Radiological Society of North America  

Masahiro Oda, Eichiro Fukano, Takayuki Kitasaka, Kensaku Mori, Yasuhito Suenaga, Hiroshi Natori, Tetsuji Takayama, Hirotsugu Takabatake, Masaki Mori, Shigeru Nawano

学生研究奨励賞

2008.6   電子情報通信学会東海支部  

電気関係学会東海支部連合大会 奨励賞

2006.1   電子情報通信学会東海支部  

パターン認識・メディア理解(PRMU)研究会アルゴリズムコンテスト

2002.9   パターン認識・メディア理解(PRMU)研究会  

M U-Net: Intestine Segmentation Using Multi-dimensional Features for Ileus Diagnosis Assistance

An Q., Oda H., Hayashi Y., Kitasaka T., Hinoki A., Uchida H., Suzuki K., Takimoto A., Oda M., Mori K.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 14313 LNCS   page： 135 - 144   2024

Revisiting instrument segmentation: Learning from decentralized surgical sequences with various imperfect annotations

Zheng Z., Hayashi Y., Oda M., Kitasaka T., Mori K.

Healthcare Technology Letters     2024

SGSR: style-subnets-assisted generative latent bank for large-factor super-resolution with registered medical image dataset. International journal

Tong Zheng, Hirohisa Oda, Yuichiro Hayashi, Shota Nakamura, Masaki Mori, Hirotsugu Takabatake, Hiroshi Natori, Masahiro Oda, Kensaku Mori

International journal of computer assisted radiology and surgery     2023.12

Automated Detection of the Thoracic Ossification of the Posterior Longitudinal Ligament Using Deep Learning and Plain Radiographs

Ito, S; Nakashima, H; Segi, N; Ouchida, J; Oda, M; Yamauchi, I; Oishi, R; Miyairi, Y; Mori, K; Imagama, S

BIOMED RESEARCH INTERNATIONAL   Vol. 2023   page： 8495937   2023.11

Automated Detection and Diagnosis of Spinal Schwannomas and Meningiomas Using Deep Learning and Magnetic Resonance Imaging

Ito Sadayuki, Nakashima Hiroaki, Segi Naoki, Ouchida Jun, Oda Masahiro, Yamauchi Ippei, Oishi Ryotaro, Miyairi Yuichi, Mori Kensaku, Imagama Shiro

JOURNAL OF CLINICAL MEDICINE   Vol. 12 ( 15 )   2023.8

Artificial intelligence in a prediction model for postendoscopic retrograde cholangiopancreatography pancreatitis

Takahashi Hidekazu, Ohno Eizaburo, Furukawa Taiki, Yamao Kentaro, Ishikawa Takuya, Mizutani Yasuyuki, Iida Tadashi, Shiratori Yoshimune, Oyama Shintaro, Koyama Junji, Mori Kensaku, Hayashi Yuichiro, Oda Masahiro, Suzuki Takahisa, Kawashima Hiroki

DIGESTIVE ENDOSCOPY     2023.7

DEVELOPMENT OF A MACHINE-LEARNING MODEL FOR PREDICTING POST-ERCP PANCREATITIS

Takahashi Hidekazu, Eizaburo Ohno, Taiki Furukawa, Kentaro Yamao, Takuya Ishikawa, Yasuyuki Mizutani, Tadashi Iida, Yoshimune Shiratori, Shintaro Oyama, Junji Koyama, Kensaku Mori, Yuichiro Hayashi, Masahiro Oda, Takahisa Suzuki, Hiroki Kawashima

Gastrointestinal Endoscopy   Vol. 97 ( 6 ) page： AB656 - AB656   2023.6

Gaussian affinity and GIoU-based loss for perforation detection and localization from colonoscopy videos

Jiang Kai, Itoh Hayato, Oda Masahiro, Okumura Taishi, Mori Yuichi, Misawa Masashi, Hayashi Takemasa, Kudo Shin-Ei, Mori Kensaku

INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY   Vol. 18 ( 5 ) page： 795 - 805   2023.5

Correction to: Gaussian affinity and GIoU-based loss for perforation detection and localization from colonoscopy videos.

Jiang K, Itoh H, Oda M, Okumura T, Mori Y, Misawa M, Hayashi T, Kudo SE, Mori K

International journal of computer assisted radiology and surgery   Vol. 18 ( 5 ) page： 807   2023.5

Deep learning-based prediction model for postoperative complications of cervical posterior longitudinal ligament ossification. Reviewed

Ito S, Nakashima H, Yoshii T, Egawa S, Sakai K, Kusano K, Tsutui S, Hirai T, Matsukura Y, Wada K, Katsumi K, Koda M, Kimura A, Furuya T, Maki S, Nagoshi N, Nishida N, Nagamoto Y, Oshima Y, Ando K, Takahata M, Mori K, Nakajima H, Murata K, Miyagi M, Kaito T, Yamada K, Banno T, Kato S, Ohba T, Inami S, Fujibayashi S, Katoh H, Kanno H, Oda M, Mori K, Taneichi H, Kawaguchi Y, Takeshita K, Matsumoto M, Yamazaki M, Okawa A, Imagama S

European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society     2023.2

A semantic segmentation method for laparoscopic images using semantically similar groups

Uramoto L., Hayashi Y., Oda M., Kitasaka T., Misawa K., Mori K.

Progress in Biomedical Optics and Imaging - Proceedings of SPIE   Vol. 12466   2023

Improved method for COVID-19 Classification of Complex-Architecture CNN from Chest CT volumes using Orthogonal Ensemble Networks

Toda R., Oda M., Hayashi Y., Otake Y., Hashimoto M., Akashi T., Aoki S., Mori K.

Progress in Biomedical Optics and Imaging - Proceedings of SPIE   Vol. 12465   2023

Classification of COVID-19 cases from chest CT volumes using hybrid model of 3D CNN and 3D MLP-Mixer

Oda M., Zheng T., Hayashi Y., Otake Y., Hashimoto M., Akashi T., Aoki S., Mori K.

Progress in Biomedical Optics and Imaging - Proceedings of SPIE   Vol. 12465   2023

Real Bronchoscopic Images-based Bronchial Nomenclature: a Preliminary Study

Wang C., Hayashi Y., Oda M., Kitasaka T., Takabatake H., Mori M., Honma H., Natori H., Mori K.

Progress in Biomedical Optics and Imaging - Proceedings of SPIE   Vol. 12466   2023

Priority attention network with Bayesian learning for fully automatic segmentation of substantia nigra from neuromelanin MRI

Hu Tao, Itoh Hayato, Oda Masahiro, Saiki Shinji, Hattori Nobutaka, Kamagata Koji, Aoki Shigeki, Mori Kensaku

MEDICAL IMAGING 2023   Vol. 12464   2023

Octree Cube Constraints in PBD Method for High Resolution Surgical Simulation

Miyazaki Rintaro, Hayashi Yuichiro, Oda Masahiro, Mori Kensaku

MEDICAL IMAGING 2023   Vol. 12464   2023

L-former : A Lightweight Transformer for Realistic Medical Image Generation and its Application to Super-resolution

Tong Zheng, Hirohisa Oda, Yuichiro Hayashi, Shota Nakamura, Masaki Mori, Hirotsugu Takabatake, Hiroshi Natori, Masahiro Oda, Kensaku Mori

MEDICAL IMAGING 2023   Vol. 12464   2023

Oesophagus Achalasia Diagnosis from Esophagoscopy Based on a Serial Multi-scale Network Reviewed

Jiang K., Oda M., Hayashi Y., Shiwaku H., Misawa M., Mori K.

Computer Methods in Biomechanics and Biomedical Engineering: Imaging and Visualization     2023

KST-Mixer: kinematic spatio-temporal data mixer for colon shape estimation Reviewed International coauthorship

Oda M., Furukawa K., Navab N., Mori K.

Computer Methods in Biomechanics and Biomedical Engineering: Imaging and Visualization     2023

Thrombosis region extraction and quantitative analysis in confocal laser scanning microscopic image sequence in in-vivo imaging

Wu Y., Oda M., Hayashi Y., Kawamura S., Takebe T., Mori K.

Progress in Biomedical Optics and Imaging - Proceedings of SPIE   Vol. 12468   2023

TriMix: A General Framework for Medical Image Segmentation from Limited Supervision

Zheng Z., Hayashi Y., Oda M., Kitasaka T., Mori K.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 13846 LNCS   page： 185 - 202   2023

AI画像解析による内視鏡外科手術手技のビデオ評価及び手術支援システムの構築

安井 昭洋, 内田 広夫, 森 健策, 石田 昇平, 出家 亨一, 檜 顕成, 城田 千代栄, 小田 昌宏, 林 雄一郎

生体医工学   Vol. Annual61 ( Abstract ) page： 127_2 - 127_2   2023

Multi-view Guidance for Self-supervised Monocular Depth Estimation on Laparoscopic Images via Spatio-Temporal Correspondence

Li W., Hayashi Y., Oda M., Kitasaka T., Misawa K., Mori K.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 14228 LNCS   page： 429 - 439   2023

ConDistFL: Conditional Distillation for Federated Learning from Partially Annotated Data

Wang P., Shen C., Wang W., Oda M., Fuh C.S., Mori K., Roth H.R.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 14393   page： 311 - 321   2023

Masked Frequency Consistency for Domain-Adaptive Semantic Segmentation of Laparoscopic Images

Zhao X., Hayashi Y., Oda M., Kitasaka T., Mori K.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 14220 LNCS   page： 663 - 673   2023

膀胱鏡画像におけるtiny-YOLOを用いた腫瘍検出

牟田口 淳, 小田 昌宏, 猪口 淳一, 森 健策, 江藤 正俊

生体医工学   Vol. Annual61 ( Abstract ) page： 255_2 - 255_2   2023

Boundary-aware feature and prediction refinement for polyp segmentation Reviewed

Qiu Jie, Hayashi Yuichiro, Oda Masahiro, Kitasaka Takayuki, Mori Kensaku

COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION     2022.12

Anatomy aware-based 2.5D bronchoscope tracking for image-guided bronchoscopic navigation Reviewed

Wang Cheng, Oda Masahiro, Hayashi Yuichiro, Kitasaka Takayuki, Itoh Hayato, Honma Hirotoshi, Takebatake Hirotsugu, Mori Masaki, Natori Hiroshi, Mori Kensaku

COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION     2022.12

Classification and visual explanation for COVID-19 pneumonia from CT images using triple learning. Reviewed

Kato S, Oda M, Mori K, Shimizu A, Otake Y, Hashimoto M, Akashi T, Hotta K

Scientific reports   Vol. 12 ( 1 ) page： 20840   2022.12

Participating Report of MICCAI 2022 Invited

Oda Masahiro

Medical Imaging and Information Sciences   Vol. 39 ( 4 ) page： 78 - 81   2022.12

特集 整形外科領域における人工知能の応用 各論 深層学習を用いたMRIでの脊髄腫瘍自動位置検出システムの構築 Invited

伊藤 定之, 中島 宏彰, 町野 正明, 世木 直喜, 小田 昌宏, 大内田 隼, 森下 和明, 森 健策, 今釜 史郎

臨床整形外科   Vol. 57 ( 10 ) page： 1189 - 1195   2022.10

A skeleton context-aware 3D fully convolutional network for abdominal artery segmentation. Reviewed

Zhu R, Oda M, Hayashi Y, Kitasaka T, Misawa K, Fujiwara M, Mori K

International journal of computer assisted radiology and surgery     2022.10

Class-wise confidence-aware active learning for laparoscopic images segmentation. Reviewed

Qiu J, Hayashi Y, Oda M, Kitasaka T, Mori K

International journal of computer assisted radiology and surgery     2022.10

Pattern Analysis of Substantia Nigra in Parkinson Disease by Fifth-Order Tensor Decomposition and Multi-sequence MRI Reviewed

Itoh H., Hu T., Oda M., Saiki S., Kamagata K., Hattori N., Aoki S., Mori K.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 13594 LNCS   page： 63 - 75   2022.10

Joint Multi Organ and Tumor Segmentation from Partial Labels Using Federated Learning Reviewed International coauthorship

Shen C., Wang P., Yang D., Xu D., Oda M., Chen P.T., Liu K.L., Liao W.C., Fuh C.S., Mori K., Wang W., Roth H.R.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 13573 LNCS   page： 58 - 67   2022.10

重症COVID-19肺炎における深層学習を用いたCT画像評価と臨床パラメーターの検討 Reviewed

坂東 皓介, 春日井 大介, 後藤 縁, 小田 昌宏, 森 健策

日本救急医学会雑誌   Vol. 33 ( 10 ) page： 760 - 760   2022.10

Geometric Constraints for Self-supervised Monocular Depth Estimation on Laparoscopic Images with Dual-task Consistency Reviewed

Li Wenda, Hayashi Yuichiro, Oda Masahiro, Kitasaka Takayuki, Misawa Kazunari, Mori Kensaku

MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION, MICCAI 2022, PT IV   Vol. 13434   page： 467 - 477   2022.9

Positive-gradient-weighted object activation mapping: visual explanation of object detector towards precise colorectal-polyp localisation Reviewed

Itoh Hayato, Misawa Masashi, Mori Yuichi, Kudo Shin-Ei, Oda Masahiro, Mori Kensaku

INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY     2022.8

テンソル分解を用いた黒質緻密部の3次元パターン表現に関する初期的検討

伊東 隼人, 小田 昌宏, 斉木 臣二, 服部 信考, 鎌形 康司, 青木 茂樹, 森 健策

日本医用画像工学会大会予稿集   Vol. 41回   page： 124 - 125   2022.7

Comprehensive Diagnostic Performance of Real-Time Characterization of Colorectal Lesions Using an Artificial Intelligence–Assisted System: A Prospective Study Reviewed

Minegishi Y., Kudo S.E., Miyata Y., Nemoto T., Mori K., Misawa M., Mori Y., Mochida K., Akimoto Y., Ishiyama M., Ogura Y., Abe M., Sato Y., Ogawa Y., Yasuharu M., Tanaka K., Ichimasa K., Nakamura H., Ogata N., Hisayuki T., Kudo T., Hayashi T., Wakamura K., Miyachi H., Baba T., Ishida F., Itoh H., Oda M.

Gastroenterology   Vol. 163 ( 1 ) page： 323 - 325.e3   2022.7

Blood Vessel Segmentation from Low-Contrast and Wide-Field Optical Microscopic Images of Cranial Window by Attention-Gate-Based Network Reviewed

Wu Yunheng, Oda Masahiro, Hayashi Yuichiro, Takebe Takanori, Nagata Shogo, Wang Cheng, Mori Kensaku

2022 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW 2022)   Vol. 2022-June   page： 1863 - 1872   2022.6

BONE MARROW EDEMA SCORE IN HAND X-RAY FILM BY AI DEEP LEARNING ASSOCIATE WITH MRI BONE EDEMA IN RHEUMATOID ARTHRITIS.

Katayama K., Pan D., Oda M., Okubo T., Mori K.

ANNALS OF THE RHEUMATIC DISEASES   Vol. 81   page： 1773 - 1774   2022.6

JACLS ALL-02 SR protocol reduced-intensity chemotherapy produces excellent outcomes in patients with low-risk childhood acute lymphoblastic leukemia

Takahashi Y., Ishida H., Imamura T., Tamefusa K., Suenobu S., Usami I., Yumura-Yagi K., Hasegawa D., Nishimura S., Suzuki N., Hashii Y., Deguchi T., Moriya-Saito A., Kosaka Y., Kato K., Kobayashi R., Kawasaki H., Hori H., Sato A., Kudo T., Nakahata T., Oda M., Hara J., Horibe K.

International Journal of Hematology   Vol. 115 ( 6 ) page： 890 - 897   2022.6

SR-CycleGAN: super-resolution of clinical CT to micro-CT level with multi-modality super-resolution loss. Reviewed

Zheng T, Oda H, Hayashi Y, Moriya T, Nakamura S, Mori M, Takabatake H, Natori H, Oda M, Mori K

Journal of Medical Imaging   Vol. 9 ( 2 ) page： 024003   2022.3

A cascaded fully convolutional network framework for dilated pancreatic duct segmentation Reviewed International coauthorship

Shen Chen, Roth Holger R., Hayashi Yuichiro, Oda Masahiro, Miyamoto Tadaaki, Sato Gen, Mori Kensaku

International Journal of Computer Assisted Radiology and Surgery   Vol. 17 ( 2 ) page： 343 - 354   2022.2

Real-time Esophagus Achalasia Detection Method for Esophagoscopy Assistance Reviewed

MEDICAL IMAGING 2022: COMPUTER-AIDED DIAGNOSIS   Vol. 12033   2022.2

Uncertainty meets 3D-spatial feature in colonoscopic polyp-size determination Reviewed

Itoh Hayato, Oda Masahiro, Jiang Kai, Mori Yuichi, Misawa Masashi, Kudo Shin-Ei, Imai Kenichiro, Ito Sayo, Hotta Kinichi, Mori Kensaku

Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization     2022.1

Impact of the clinical use of artificial intelligence-assisted neoplasia detection for colonoscopy: a large-scale prospective propensity score-matched study (with video) Reviewed

Ishiyama Misaki, Kudo Shin-ei, Misawa Masashi, Mori Yuichi, Maeda Yasuhara, Ichimasa Katsuro, Kudo Toyoki, Hayashi Takemasa, Wakamura Kunihiko, Miyachi Hideyuki, Ishida Fumio, Itoh Hayato, Oda Masahiro, Mori Kensaku

Gastrointestinal Endoscopy   Vol. 95 ( 1 ) page： 155 - 163   2022.1

Enhancing Model Generalization for Substantia Nigra Segmentation Using a Test-time Normalization-Based Method.

Tao Hu, Hayato Itoh, Masahiro Oda, Yuichiro Hayashi, Zhongyang Lu, Shinji Saiki, Nobutaka Hattori, Koji Kamagata, Shigeki Aoki, Kanako K. Kumamaru, Toshiaki Akashi, Kensaku Mori

MICCAI (8)   Vol. 13437 LNCS   page： 736 - 744   2022

Spatially variant biases considered self-supervised depth estimation based on laparoscopic videos Reviewed

Li Wenda, Hayashi Yuichiro, Oda Masahiro, Kitasaka Takayuki, Misawa Kazunari, Mori Kensaku

Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization     2021.12

Depth estimation from single-shot monocular endoscope image using image domain adaptation and edge-aware depth estimation Reviewed

Oda Masahiro, Itoh Hayato, Tanaka Kiyohito, Takabatake Hirotsugu, Mori Masaki, Natori Hiroshi, Mori Kensaku

Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization     2021.12

Attention-Guided Pancreatic Duct Segmentation from Abdominal CT Volumes Reviewed International coauthorship

Shen C., Roth H.R., Yuichiro H., Oda M., Miyamoto T., Sato G., Mori K.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 12969 LNCS   page： 46 - 55   2021.11

Multi-task Federated Learning for Heterogeneous Pancreas Segmentation Reviewed International coauthorship

Shen C., Wang P., Roth H.R., Yang D., Xu D., Oda M., Wang W., Fuh C.S., Chen P.T., Liu K.L., Liao W.C., Mori K.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 12969 LNCS   page： 101 - 110   2021.11

Intestine Segmentation with Small Computational Cost for Diagnosis Assistance of Ileus and Intestinal Obstruction Reviewed

Oda H., Hayashi Y., Kitasaka T., Takimoto A., Hinoki A., Uchida H., Suzuki K., Oda M., Mori K.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 12969 LNCS   page： 3 - 12   2021.11

COVID-19 Infection Segmentation from Chest CT Images Based on Scale Uncertainty Reviewed

Oda M., Zheng T., Hayashi Y., Otake Y., Hashimoto M., Akashi T., Aoki S., Mori K.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 12969 LNCS   page： 88 - 97   2021.11

Aorta-aware GAN for non-contrast to artery contrasted CT translation and its application to abdominal aortic aneurysm detection. Reviewed

Hu T, Oda M, Hayashi Y, Lu Z, Kumamaru KK, Akashi T, Aoki S, Mori K

International Journal of Computer Assisted Radiology and Surgery   Vol. 17 ( 1 ) page： 97 - 105   2021.10

Graph Cuts Loss to Boost Model Accuracy and Generalizability for Medical Image Segmentation Reviewed

Zheng Zhou, Oda Masahiro, Mori Kensaku

2021 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCVW 2021)   Vol. 2021-October   page： 3297 - 3306   2021.10

Super-Resolution by Latent Space Exploration: Training with Poorly-Aligned Clinical and Micro CT Image Dataset Reviewed

Zheng T., Oda H., Hayashi Y., Nakamura S., Oda M., Mori K.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)   Vol. 12965 LNCS   page： 24 - 33   2021.9

Performance improvement of weakly supervised fully convolutional networks by skip connections for brain structure segmentation Reviewed

Sugino Takaaki, Roth Holger R., Oda Masahiro, Kin Taichi, Saito Nobuhito, Nakajima Yoshikazu, Mori Kensaku

Medical Physics   Vol. 48 ( 11 ) page： 7215 - 7227   2021.9

Binary polyp-size classification based on deep-learned spatial information Reviewed

Itoh Hayato, Oda Masahiro, Jiang Kai, Mori Yuichi, Misawa Masashi, Kudo Shin-Ei, Imai Kenichiro, Ito Sayo, Hotta Kinichi, Mori Kensaku

International Journal of Computer Assisted Radiology and Surgery   Vol. 16   page： 1817 - 1828   2021.9

Depth-based branching level estimation for bronchoscopic navigation Reviewed

Wang Cheng, Hayashi Yuichiro, Oda Masahiro, Kitasaka Takayuki, Takabatake Hirotsugu, Mori Masaki, Honma Hirotoshi, Natori Hiroshi, Mori Kensaku

International Journal of Computer Assisted Radiology and Surgery   Vol. 16 ( 10 ) page： 1795 - 1804   2021.8

Deep learning-based medical image processing and their applications beyond image processing Invited

Oda Masahiro

Transactions of Japanese Society for Medical and Biological Engineering   Vol. 59 ( 0 ) page： 256 - 256   2021.6

Artificial intelligence-assisted colonic endocytoscopy for cancer recognition: a multicenter study Reviewed

Yuichi Mori , Shin-ei Kudo , Masashi Misawa , Kinichi Hotta , Ohtsuka Kazuo , Shoichi Saito , Hiroaki Ikematsu , Yutaka Saito , Takahisa Matsuda , Takeda Kenichi , Toyoki Kudo , Tetsuo Nemoto , Hayato Itoh , Kensaku Mori

Endoscopy International Open     page： E1004 - E1011   2021.6

Unsupervised colonoscopic depth estimation by domain translations with a Lambertian-reflection keeping auxiliary task Reviewed

Itoh Hayato, Oda Masahiro, Mori Yuichi, Misawa Masashi, Kudo Shin-Ei, Imai Kenichiro, Ito Sayo, Hotta Kinichi, Takabatake Hirotsugu, Mori Masaki, Natori Hiroshi, Mori Kensaku

International Journal of Computer Assisted Radiology and Surgery   Vol. 16 ( 6 ) page： 989 - 1001   2021.6

Deep learning system for automatic detection of bladder tumors in cystoscopic images Reviewed

Mutaguchi J., Oda M., Ueda S., Kinoshita F., Naganuma H., Matsumoto T., Lee K., Monji K., Kashiwagi K., Takeuchi A., Shiota M., Inokuchi J., Mori K., Eto M.

EUROPEAN UROLOGY   Vol. 79   page： S1022 - S1023   2021.6

COVID-19診断支援AI開発における名古屋大学の取り組み Invited

小田 昌宏, 鄭 通, 林 雄一郎, 森 健策

Medical Imaging Technology   Vol. 39 ( 1 ) page： 13 - 19   2021.2

Extremely imbalanced Subarachnoid Hemorrhage detection based on DenseNet-LSTM network with Class-Balanced Loss and Transfer Learning Reviewed

Lu Zhongyang, Oda Masahiro, Hayashi Yuichiro, Hu Tao, Itoh Hayato, Watadani Takeyuki, Abe Osamu, Hashimoto Masahiro, Jinzaki Masahiro, Mori Kensaku

MEDICAL IMAGING 2021: COMPUTER-AIDED DIAGNOSIS   Vol. 11597   2021.2

Automated Detection of Spinal Schwannomas Utilizing Deep Learning Based on Object Detection from MRI Reviewed

Sadayuki Ito, Kei Ando, Kazuyoshi Kobayashi, Hiroaki Nakashima Masahiro Oda, Masaaki Machino, Shunsuke Kanbara, Taro Inoue, Hidetoshi Yamaguchi, Hiroyuki Koshimizu, Kensaku Mori, Naoki Ishiguro, Shiro Imagama

Spine   Vol. 46 ( 2 ) page： 95 - 100   2021.1

Current status and future perspective on artificial intelligence for lower endoscopy Reviewed

Misawa Masashi, Kudo Shin-ei, Mori Yuichi, Maeda Yasuharu, Ogawa Yushi, Ichimasa Katsuro, Kudo Toyoki, Wakamura Kunihiko, Hayashi Takemasa, Miyachi Hideyuki, Baba Toshiyuki, Ishida Fumio, Itoh Hayato, Oda Masahiro, Mori Kensaku

DIGESTIVE ENDOSCOPY   Vol. 33 ( 2 ) page： 273 - 284   2021.1

医療支援AIの現状と情報横断型AIへの期待 Invited

小田 昌宏

日本整形外科学会雑誌   Vol. 95 ( 1 ) page： 3 - 8   2021.1

CURRENT STATUS AND FUTURE PERSPECTIVE ON ARTIFICIAL INTELLIGENCE FOR LOWER ENDOSCOPY Reviewed

MISAWA Masashi, MIYACHI Hideyuki, BABA Toshiyuki, ISHIDA Fumio, ITOH Hayato, ODA Masahiro, MORI Kensaku, KUDO Shin-ei, MORI Yuichi, MAEDA Yasuharu, OGAWA Yushi, ICHIMASA Katsuro, KUDO Toyoki, WAKAMURA Kunihiko, HAYASHI Takemasa

GASTROENTEROLOGICAL ENDOSCOPY   Vol. 63 ( 7 ) page： 1402 - 1416   2021.1

Object Detection method by deep learning for diagnosing bladder tumors in cystoscopic images

Mutaguchi Jun, Oda Masahiro, Kobayashi Satoshi, Inokuchi Junichi, Mori Kensaku, Eto Masatoshi

Transactions of Japanese Society for Medical and Biological Engineering   Vol. 59 ( 0 ) page： 299 - 299   2021

An Introduction to Deep Learing in Image Recognition（2）: 　Configuration of GPU Environments and Application to Image Segmentation Invited

HARA Takeshi, ODA Masahiro

Medical Imaging Technology   Vol. 39 ( 3 ) page： 124 - 130   2021

Towards Explainable Artificial Intelligence: Introduction Invited

FUJIYOSHI Hironobu, ODA Masahiro

Medical Imaging Technology   Vol. 39 ( 3 ) page： 97 - 98   2021

Report on the First JSCAS AI Challenge Invited

Journal of Japan Society of Computer Aided Surgery   Vol. 23 ( 2 ) page： 74 - 75   2021

Robust endocytoscopic image classification based on higher-order symmetric tensor analysis and multi-scale topological statistics Reviewed

Hayato Itoh, Yukitaka Nimura, Yuichi Mori, Masashi Misawa, Shin-Ei Kudo, Kinichi Hotta, Kazuo Ohtsuka, Shoichi Saito, Yutaka Saito, Hiroaki Ikematsu, Yuichiro Hayashi, Masahiro Oda, Kensaku Mori

INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY   Vol. 15 ( 12 ) page： 2049 - 2059   2020.12

Synthetic laparoscopic video generation for machine learning-based surgical instrument segmentation from real laparoscopic video and virtual surgical instruments Reviewed

Ozawa Takuya, Hayashi Yuichiro, Oda Hirohisa, Oda Masahiro, Kitasaka Takayuki, Takeshita Nobuyoshi, Ito Masaaki, Mori Kensaku

COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION     2020.11

大腸鏡画像にYOLO-v3を用いた、穿孔の検出と局在化の比率損失設計に関する予備的研究(Preliminary Study of Loss-Functions Design for Detection and Localization of Perforations with YOLO-v3 in Colonoscopic Images)

蒋 凱, 伊東 隼人, 小田 昌宏, 奥村 大志, 森 悠一, 三澤 将史, 林 武雅, 工藤 進英, 森 健策

日本コンピュータ外科学会誌   Vol. 22 ( 4 ) page： 348 - 349   2020.11

SUN database 大腸ポリープ自動検出器の精度評価に向けた試験用画像

伊東 隼人, 三澤 将史, 森 悠一, 小田 昌宏, 工藤 進英, 森 健策

日本コンピュータ外科学会誌   Vol. 22 ( 4 ) page： 346 - 347   2020.11

【多元計算解剖学の診断・治療・医工学への展開】人工知能に基づく医療機器EndoBRAINの臨床導入 薬事承認取得・保険算定への挑戦

森 悠一, 工藤 進英, 三澤 将史, 伊東 隼人, 小田 昌宏, 森 健策

MEDICAL IMAGING TECHNOLOGY   Vol. 38 ( 5 ) page： 213 - 216   2020.11

腹腔鏡動画像用オンラインアノテーションツールの開発

屠 芸豪, 伊東 隼人, 小澤 卓也, 小田 昌宏, 竹下 修由, 伊藤 雅昭, 森 健策

日本コンピュータ外科学会誌   Vol. 22 ( 4 ) page： 306 - 307   2020.11

Artificial Intelligence System to Determine Risk of T1 Colorectal Cancer Metastasis to Lymph Node. Reviewed

Kudo SE, Ichimasa K, Villard B, Mori Y, Misawa M, Saito S, Hotta K, Saito Y, Matsuda T, Yamada K, Mitani T, Ohtsuka K, Chino A, Ide D, Imai K, Kishida Y, Nakamura K, Saiki Y, Tanaka M, Hoteya S, Yamashita S, Kinugasa Y, Fukuda M, Kudo T, Miyachi H, Ishida F, Itoh H, Oda M, Mori K

Gastroenterology     2020.9

Prediction of dose distribution from luminescence image of water using a deep convolutional neural network for particle therapy Reviewed

Takuya Yabe, Seiichi Yamamoto, Masahiro Oda, Kensaku Mori, Toshiyuki Toshito, Takashi Akagi

MEDICAL PHYSICS   Vol. 47 ( 9 ) page： 3882 - 3891   2020.9

大腸内視鏡における穿孔の自動検出および位置推定に関する予備的検討

蒋 凱, 伊東 隼人, 小田 昌宏, 奥村 大志, 森 悠一, 三澤 将史, 林 武雅, 工藤 進英, 森 健策

日本医用画像工学会大会予稿集   Vol. 39回   page： 29 - 29   2020.9

位置特徴量とマルチスケール特徴量による胃壁マイクロCT像からの胃壁の層構造及び腫瘍の抽出

御手洗 翠, 小田 紘久, 杉野 貴明, 守谷 享泰, 伊東 隼人, 小田 昌宏, 小宮山 琢真, 古川 和宏, 宮原 良二, 藤城 光弘, 森 雅樹, 高畠 博嗣, 名取 博, 森 健策

日本医用画像工学会大会予稿集   Vol. 39回   page： 569 - 572   2020.9

A visual SLAM-based bronchoscope tracking scheme for bronchoscopic navigation Reviewed

Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Benjamin Villard, Takayuki Kitasaka, Hirotsugu Takabatake, Masaki Mori, Hirotoshi Honma, Hiroshi Natori, Kensaku Mori

INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY   Vol. 15 ( 10 ) page： 1619 - 1630   2020.8

Development of a computer-aided detection system for colonoscopy and a publicly accessible large colonoscopy video database (with video). Reviewed

Misawa M, Kudo SE, Mori Y, Hotta K, Ohtsuka K, Matsuda T, Saito S, Kudo T, Baba T, Ishida F, Itoh H, Oda M, Mori K

Gastrointestinal endoscopy     2020.7

A deformable model for navigated laparoscopic gastrectomy based on finite elemental method Reviewed

Chen Tao, Wei Guodong, Xu Lili, Shi Weili, Xu Yikai, Zhu Yongyi, Hayashi Yuichiro, Oda Hirohisa, Oda Masahiro, Hu Yanfeng, Yu Jiang, Jiang Zhengang, Li Guoxin, Mori Kensaku

MINIMALLY INVASIVE THERAPY & ALLIED TECHNOLOGIES   Vol. 29 ( 4 ) page： 210 - 216   2020.7

Artificial Intelligence-assisted System Improves Endoscopic Identification of Colorectal Neoplasms Reviewed

Kudo Shin-ei, Misawa Masashi, Mori Yuichi, Hotta Kinichi, Ohtsuka Kazuo, Ikematsu Hiroaki, Saito Yutaka, Takeda Kenichi, Nakamura Hiroki, Ichimasa Katsuro, Ishigaki Tomoyuki, Toyoshima Naoya, Kudo Toyoki, Hayashi Takemasa, Wakamura Kunihiko, Baba Toshiyuki, Ishida Fumio, Inoue Haruhiro, Itoh Hayato, Oda Masahiro, Mori Kensaku

CLINICAL GASTROENTEROLOGY AND HEPATOLOGY   Vol. 18 ( 8 ) page： 1874 - +   2020.7

PREDICTION OF LYMPH NODE METASTASIS IN T2 COLORECTAL CANCER BASED ON ARTIFICIAL INTELLIGENCE -PROPOSAL OF AN INDICATION FOR FUTURE FULL-THICKNESS ENDOSCOPIC RESECTION- Reviewed

Ichimasa Katsuro, Kudo Shinei, Benjamin Villard, Nakahara Kenta, Mori Yuichi, Misawa Masashi, Yasuharu Maeda, Toyoshima Naoya, Ogata Noriyuki, Kudo Toyoki, Hayashi Takemasa, Wakamura Kunihiko, Miyachi Hideyuki, Sawada Naruhiko, Itoh Hayato, Oda Masahiro, Mori Kensaku, Ishida Fumio

GASTROINTESTINAL ENDOSCOPY   Vol. 91 ( 6 ) page： AB43 - AB43   2020.6

内視鏡診断支援ソフトウェアEndoBRAINの臨床的有効性および医療費抑制効果

森 悠一, 工藤 進英, 三澤 将史, 武田 健一, 前田 康晴, 小川 悠史, 一政 克朗, 若村 邦彦, 林 武雅, 工藤 豊樹, 宮地 英行, 馬場 俊之, 伊東 隼人, 小田 昌宏, 森 健策

日本大腸検査学会雑誌   Vol. 36 ( 2 ) page： 77 - 82   2020.5

AIによるSSA/Pの超拡大内視鏡診断

小川 悠史, 工藤 進英, 森 悠一, 三澤 将史, 片岡 伸一, 前田 康晴, 一政 克朗, 石垣 智之, 工藤 豊樹, 若村 邦彦, 林 武雅, 馬場 俊之, 石田 文生, 伊東 隼人, 小田 昌宏, 森 健策

日本大腸検査学会雑誌   Vol. 36 ( 2 ) page： 125 - 125   2020.5

Super-resolution of clinical CT volumes with modified CycleGAN using micro CT volumes

Tong ZHENG, Hirohisa ODA, Takayasu MORIYA, Takaaki SUGINO, Shota NAKAMURA, Masahiro ODA, Masaki MORI, Hirotsugu TAKABATAKE, Hiroshi NATORI, Kensaku MORI

CoRR   Vol. abs/2004.03272   page： 454 - 459   2020.4

How Far Will Clinical Application of AI Applications Advance for Colorectal Cancer Diagnosis? Reviewed

Mori Yuichi, Kudo Shin-ei, Misawa Masashi, Takeda Kenichi, Kudo Toyoki, Itoh Hayato, Oda Masahiro, Mori Kensaku

JOURNAL OF THE ANUS RECTUM AND COLON   Vol. 4 ( 2 ) page： 47 - 50   2020.4

Artificial intelligence for magnifying endoscopy, endocytoscopy, and confocal laser endomicroscopy of the colorectum

Mori Yuichi, Kudo Shin-ei, Misawa Masashi, Itoh Hayato, Oda Masahiro, Mori Kensaku

TECHNIQUES AND INNOVATIONS IN GASTROINTESTINAL ENDOSCOPY   Vol. 22 ( 2 ) page： 56 - 60   2020.4

Cardiac fiber tracking on super high-resolution CT images: a comparative study Reviewed

Hirohisa Oda, Holger R. Roth, Takaaki Sugino, Naoki Sunaguchi, Noriko Usami, Masahiro Oda, Daisuke Shimao, Shu Ichihara, Tetsuya Yuasa, Masami Ando, Toshiaki Akita, Yuji Narita, Kensaku Mori

JOURNAL OF MEDICAL IMAGING   Vol. 7 ( 2 ) page： 026001   2020.3

Tensor-cut: A tensor-based graph-cut blood vessel segmentation method and its application to renal artery segmentation Reviewed

Chenglong Wang, Masahiro Oda, Yuichiro Hayashi, Yasushi Yoshino, Tokunori Yamamoto, Alejandro F. Frangi, Kensaku Mori

MEDICAL IMAGE ANALYSIS   Vol. 60   page： 101623   2020.2

Micro-computed tomography images of lung adenocarcinoma: detection of lepidic growth patterns Reviewed

Nakamura Shota, Mori Kensaku, Iwano Shingo, Kawaguchi Koji, Fukui Takayuki, Hakiri Shuhei, Ozeki Naoki, Oda Masahiro, Yokoi Kohei

NAGOYA JOURNAL OF MEDICAL SCIENCE   Vol. 82 ( 1 ) page： 25 - 31   2020.2

Usefulness of fine-tuning for deep learning based multi-organ regions segmentation method from non-contrast CT volumes using small training dataset Reviewed

Hayashi Yuichiro, Shen Chen, Roth Holger R., Oda Masahiro, Misawa Kazunari, Jinzaki Masahiro, Hashimoto Masahiro, Kumamaru Kanako K., Aoki Shigeki, Mori Kensaku

MEDICAL IMAGING 2020: COMPUTER-AIDED DIAGNOSIS   Vol. 11314   2020

Visualising decision-reasoning regions in computer-aided pathological pattern diagnosis of endoscytoscopic images based on CNN weights analysis Reviewed

Itoh Hayato, Lu Zhongyang, Mori Yuichi, Misawa Masashi, Oda Masahiro, Kudo Shin-ei, Mori Kensaku

MEDICAL IMAGING 2020: COMPUTER-AIDED DIAGNOSIS   Vol. 11314   2020

Visualizing intestines for diagnostic assistance of ileus based on intestinal region segmentation from 3D CT images Reviewed

Oda Hirohisa, Nishio Kohei, Kitasaka Takayuki, Amano Hizuru, Takimoto Aitaro, Uchida Hiroo, Suzuki Kojiro, Itoh Hayato, Oda Masahiro, Mori Kensaku

MEDICAL IMAGING 2020: COMPUTER-AIDED DIAGNOSIS   Vol. 11314   2020

Deep Learning in Surgical Assistance Invited

Oda Masahiro

Journal of Japan Society of Computer Aided Surgery   Vol. 22 ( 1 ) page： 54-58   2020

Clinical Application of EndoBRAIN, a Medical Device Adopting Artificial Intelligence: Challenges to Obtain Regulatory Approval and Insurance Reimbursement Invited

MORI Yuichi, KUDO Shin-ei, MISAWA Masashi, ITOH Hayato, ODA Masahiro, MORI Kensaku

Medical Imaging Technology   Vol. 38 ( 5 ) page： 213-216   2020

Organ Segmentation From Full-size CT Images Using Memory-Efficient FCN Reviewed

Wang Chenglong, Oda Masahiro, Mori Kensaku

MEDICAL IMAGING 2020: COMPUTER-AIDED DIAGNOSIS   Vol. 11314   2020

Spatial information-embedded fully convolutional networks for multi-organ segmentation with improved data augmentation and instance normalization Reviewed

Chen Shen, Chenglong Wang, Holger R. Roth, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori

Progress in Biomedical Optics and Imaging - Proceedings of SPIE   Vol. 11313   2020

Multi-modality super-resolution loss for GAN-based super-resolution of clinical CT images using micro CT image database Reviewed

Tong Zheng, Hirohisa Oda, Takayasu Moriya, Takaaki Sugino, Shota Nakamura, Masahiro Oda, Masaki Mori, Hirotsugu Takabatake, Hiroshi Natori, Kensaku Mori

Progress in Biomedical Optics and Imaging - Proceedings of SPIE   Vol. 11313   2020

Improved visual SLAM for bronchoscope tracking and registration with pre-operative CT images Reviewed

Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Takayuki Kitasaka, Hirotoshi Honma, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori

Proceedings of SPIE - The International Society for Optical Engineering   Vol. 11315   2020

Automated eye disease classification method from anterior eye image using anatomical structure focused image classification technique Reviewed

Oda Masahiro, Yamaguchi Takefumi, Fukuoka Hideki, Ueno Yuta, Mori Kensaku

MEDICAL IMAGING 2020: COMPUTER-AIDED DIAGNOSIS   Vol. 11314   2020

Abdominal artery segmentation method from CT volumes using fully convolutional neural network Reviewed

Masahiro Oda, Holger R. Roth, Takayuki Kitasaka, Kazunari Misawa, Michitaka Fujiwara, Kensaku Mori

International Journal of Computer Assisted Radiology and Surgery   Vol. 14 ( 12 ) page： 2069 - 2081   2019.12

Realistic Endoscopic Image Generation Method Using Virtual-to-real Image-domain Translation Reviewed

Masahiro Oda, Kiyohito Tanaka, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori

Healthcare Technology Letters   Vol. 6 ( 6 ) page： 214 - 219   2019.12

Stable polyp-scene classification via subsampling and residual learning from an imbalanced large dataset Reviewed

Hayato Itoh, Holger Roth, Masahiro Oda, Masashi Misawa, Yuichi Mori, Shin-Ei Kudo, Kensaku Mori

HEALTHCARE TECHNOLOGY LETTERS   Vol. 6 ( 6 ) page： 237 - 242   2019.12

Artificial intelligence and computer-aided diagnosis for colonoscopy: where do we stand now?

Kudo Shin-ei, Mori Yuichi, Abdel-aal Usama M., Misawa Masashi, Itoh Hayato, Oda Masahiro, Mori Kensaku

TRANSLATIONAL GASTROENTEROLOGY AND HEPATOLOGY     2019.11

超拡大大腸内視鏡画像における施設間データ分布の差異を考慮した分類法に関する初期的検討

伊東 隼人, 森 悠一, 三澤 将史, 小田 昌宏, 工藤 進英, 森 健策

日本コンピュータ外科学会誌   Vol. 21 ( 4 ) page： 332 - 333   2019.11

臨床肺CT画像と切除肺マイクロCT画像の初期位置合わせ手法の検討 Reviewed

波多腰 慎矢, 小田 紘久, 杉野 貴明, 林 雄一郎, Roth Holger R., 中村 彰太, 小田 昌宏, 森 雅樹, 高畠 博嗣, 名取 博, 森 健策

日本コンピュータ外科学会誌   Vol. 21 ( 4 ) page： 318 - 319   2019.11

内視鏡的粘膜下層剥離術中の自動穿孔検出に関する初期的検討

大石 仁美, 伊東 隼人, 森 悠一, 三澤 将史, 林 武雅, 奥村 大志, 小田 昌宏, 工藤 進英, 森 健策

日本コンピュータ外科学会誌   Vol. 21 ( 4 ) page： 232 - 233   2019.11

Grad-CAMを用いた脳CT像からのくも膜下出血の出血領域可視化に関する検討(Visualization of subarachnoid hemorrhage area from brain CT images using Grad-CAM)

魯 仲陽, 伊東 隼人, 小田 昌宏, 林 雄一郎, 渡谷 岳行, 阿部 修, 橋本 正弘, 陣崎 雅弘, 森 健策

日本コンピュータ外科学会誌   Vol. 21 ( 4 ) page： 229 - 230   2019.11

グラフ畳み込みニューラルネットワークによる腹部動脈血管名自動命名におけるデータ拡張による精度改善

日比 裕太, 林 雄一郎, 北坂 孝幸, 伊東 隼人, 小田 昌宏, 三澤 一成, 森 健策

日本コンピュータ外科学会誌   Vol. 21 ( 4 ) page： 226 - 227   2019.11

小児腸閉塞患者のCT像における電子洗浄手法の評価

西尾 光平, 小田 紘久, 千馬 耕亮, 北坂 孝幸, 林 雄一郎, 伊東 隼人, 小田 昌宏, 檜 顕成, 内田 広夫, 森 健策

日本コンピュータ外科学会誌   Vol. 21 ( 4 ) page： 321 - 321   2019.11

特集 今知りたい、AIの歴史とこれから ディープラーニング実践の環境構築

小田 昌宏

臨床画像   Vol. 35 ( 10 ) page： 1120 - 1128   2019.10

Precise estimation of renal vascular dominant regions using spatially aware fully convolutional networks, tensor-cut and Voronoi diagrams Reviewed

Chenglong Wang, Holger R. Roth, Takayuki Kitasaka, Masahiro Oda, Yuichiro Hayashi, Yasushi Yoshino, Tokunori Yamamoto, Naoto Sassa, Momokazu Goto, Kensaku Mori

COMPUTERIZED MEDICAL IMAGING AND GRAPHICS   Vol. 77   page： 101642   2019.10

SSA/Pの人工知能支援下超拡大内視鏡診断

小川 悠史, 工藤 進英, 森 悠一, 三澤 将史, 武田 健一, 片岡 伸一, 前田 康晴, 一政 克朗, 工藤 豊樹, 若村 邦彦, 林 武雅, 馬場 俊之, 石田 文生, 伊東 隼人, 小田 昌宏, 森 健策

Gastroenterological Endoscopy   Vol. 61 ( Suppl.2 ) page： 2167 - 2167   2019.10

A view of three dimensional unit structures of alveoli in peripheral lung Reviewed

Natori Hiroshi, Takabatake Hirotsugu, Mori Masaki, Oda Masahiro, Mori Kensaku, Koba Hiroyuki, Takahashi Hiroki

EUROPEAN RESPIRATORY JOURNAL   Vol. 54   2019.9

Artificial intelligence and colonoscopy: Current status and future perspectives Reviewed

Kudo Shin-ei, Mori Yuichi, Misawa Masashi, Takeda Kenichi, Kudo Toyoki, Itoh Hayato, Oda Masahiro, Mori Kensaku

DIGESTIVE ENDOSCOPY   Vol. 31 ( 4 ) page： 363 - 371   2019.7

Artificial intelligence and upper gastrointestinal endoscopy: Current status and future perspective Reviewed

Yuichi Mori, Shin‐ei Kudo, Hussein Ebaid Naeem Mohmed, Masashi Misawa, Noriyuki Ogata, Hayato Itoh, Masahiro Oda, Kensaku Mori

DIGESTIVE ENDOSCOPY   Vol. 31 ( 4 ) page： 378 - 388   2019.7

3D fully convolutional network を用いた腎腫瘍の定量評価における初期検討

王 成龍, 小田 昌宏, 林 雄一郎, 佐々 直人, 山本 徳則, 森 健策

第38回日本医用画像工学会大会予稿集     page： OP5-23   2019.7

Polyp size classification in colorectal cancer using a Siamese network

    page： OP2-14   2019.7

AMED 大規模データベースを用いた CT 画像解析と病変検出への応用

森 健策, 小田 昌宏

第38回日本医用画像工学会大会予稿集     page： SY1-5   2019.7

グラフ畳み込みニューラルネットワークを用いた腹部動脈血管名自動命名の初期検討

日比 裕太, 林 雄一郎, 北坂 孝幸, 伊東 隼人, 小田 昌宏, 三澤 一成, 森 健策

第38回日本医用画像工学会大会予稿集     page： OP5-11   2019.7

表現学習と SVM による胃壁マイクロ CT 像の半教師ありセグメンテーション手法

御手洗 翠, 小田 紘久, 杉野 貴明, 守谷 享泰, 伊東 隼人, 小田 昌宏, 小宮山 琢真, 森 雅樹, 高畠 博嗣, 名取 博, 森 健策

第38回日本医用画像工学会大会予稿集     page： OP2-08   2019.7

腹腔鏡動画像からの Fully Convolutional Network による血管領域抽出

盛満 慎太郎, 小澤 卓也, 北坂 孝幸, 林 雄一郎, 小田 昌宏, 伊藤 雅昭, 竹下 修由, 三澤 一成, 森 健策

第38回日本医用画像工学会大会予稿集     page： OP3-12   2019.7

移学習を用いた腹部 thick-slice CT 像における多臓器領域の自動抽出の初期検討

申 忱, ロス ホルガー, 林 雄一郎, 小田 紘久, 小田 昌宏, 三澤 一成, 森 健策

第38回日本医用画像工学会大会予稿集     page： OP4-15   2019.7

深層学習を用いた非造影 CT 画像からの複数臓器領域の抽出に関する検討

林 雄一郎, 申 忱, Roth Holger, 小田 昌宏, 三澤 一成, 森 健策

第38回日本医用画像工学会大会予稿集     page： OP5-14   2019.7

深層学習を用いた腹腔鏡手術動画像の出血領域自動セグメンテーション

山本 翔太, 小田 紘久, 林 雄一郎, 北坂 孝幸, 小田 昌宏, 伊藤 雅昭, 竹下 修由, 森 健策

第38回日本医用画像工学会大会予稿     page： OP4-13   2019.7

深層学習における学習データセット規模拡大に応じた分類精度向上に関する実験的検討 ～超拡大大腸内視鏡画像における腫瘍性病変分類に向けた特徴量抽出～

伊東 隼人, 森 悠一, 三澤 将史, 小田 昌宏, 工藤 進英, 森 健策

第38回日本医用画像工学会大会予稿集     page： OP1-24   2019.7

少量のラベルデータを用いた学習によるイレウス症例 CT 像における拡張腸管の自動抽出

小田 紘久, 西尾 光平, 北坂 孝幸, 天野 日出, 千馬 耕亮, 内田 広夫, 鈴木 耕次郞, 伊東 隼人, 小田 昌宏, 森 健策

第38回日本医用画像工学会大会予稿集     page： OP1-15   2019.7

小児腸閉塞患者の CT 像における CycleGAN を用いた電子洗浄手法の検討

西尾 光平, 小田 紘久, 千馬 耕亮, 北坂 孝幸, 伊東 隼人, 小田 昌宏, 檜 顕成, 内田 広夫, 森 健策

第38回日本医用画像工学会大会予稿集     page： OP3-20   2019.7

ARTIFICIAL INTELLIGENCE-ASSISTED POLYP DETECTION SYSTEM FOR COLONOSCOPY, BASED ON THE LARGEST AVAILABLE COLLECTION OF CLINICAL VIDEO DATA FOR MACHINE LEARNING Reviewed

Misawa Masashi, Kudo Shinei, Mori Yuichi, Cho Tomonari, Kataoka Shinichi, Maeda Yasuharu, Ogawa Yushi, Takeda Kenichi, Nakamura Hiroki, Ichimasa Katsuro, Toyoshima Naoya, Ogata Noriyuki, Kudo Toyoki, Hisayuki Tomokazu, Hayashi Takemasa, Wakamura Kunihiko, Baba Toshiyuki, Ishida Fumio, Itoh Hayato, Oda Masahiro, Mori Kensaku

GASTROINTESTINAL ENDOSCOPY   Vol. 89 ( 6 ) page： AB646 - AB647   2019.6

PERFORMANCE OF NON-EXPERT ENDOSCOPISTS IN OPTICAL BIOPSY OF DIMINUTIVE COLORECTAL POLYPS WITH REAL-TIME USE OF ARTIFICIAL INTELLIGENCE Reviewed

Mori Yuichi, Kudo Shinei, Misawa Masashi, Kataoka Shinichi, Takeda Kenichi, Suzuki Kenichi, Ichimasa Katsuro, Ogawa Yushi, Maeda Yasuharu, Hayashi Takemasa, Wakamura Kunihiko, Kudo Toyoki, Ishida Fumio, Inoue Haruhiro, Itoh Hayato, Oda Masahiro, Mori Kensaku

GASTROINTESTINAL ENDOSCOPY   Vol. 89 ( 6 ) page： AB89 - AB89   2019.6

COMPUTER-AIDED DIAGNOSIS FOR SAMLL COLORECTAL LESIONS: A MULTI-CENTER VALIDATION "ENDOBRAIN STUDY" DESIGNED TO OBTAIN REGULATORY APPROVAL Reviewed

Hotta Kinichi, Kudo Shinei, Mori Yuichi, Ikematsu Hiroaki, Saito Yutaka, Ohtsuka Kazuo, Misawa Masashi, Itoh Hayato, Oda Masahiro, Mori Kensaku

GASTROINTESTINAL ENDOSCOPY   Vol. 89 ( 6 ) page： AB76 - AB76   2019.6

ARTIFICIAL INTELLIGENCE-ASSISTED POLYP DETECTION SYSTEM FOR COLONOSCOPY, BASED ON THE LARGEST AVAILABLE COLLECTION OF CLINICAL VIDEO DATA FOR MACHINE LEARNING Reviewed

Misawa Masashi, Kudo Shinei, Mori Yuichi, Cho Tomonari, Kataoka Shinichi, Maeda Yasuharu, Ogawa Yushi, Takeda Kenichi, Nakamura Hiroki, Ichimasa Katsuro, Toyoshima Naoya, Ogata Noriyuki, Kudo Toyoki, Hisayuki Tomokazu, Hayashi Takemasa, Wakamura Kunihiko, Baba Toshiyuki, Ishida Fumio, Itoh Hayato, Oda Masahiro, Mori Kensaku

GASTROINTESTINAL ENDOSCOPY   Vol. 89 ( 6 ) page： AB646-AB647   2019.6

Evaluation on econstruction accuracy of visual SLAM based bronchoscope tracking

C. Wang, Masahiro Oda, Yuichiro Hayashi, Takayuki Kitasaka, Hayato Itoh, H. Honma, H. Takabatake, M. Mori, H. Natori, Kensaku Mori

International Journal of Computer Assisted Radiology and Surgery CARS 2019   Vol. 14 ( 1 ) page： S24-25   2019.6

深層学習を用いた脳CT像からの出血検出におけるデータ拡張とネットワーク構造の影響に関する考察

魯 仲陽, 小田 昌宏, 鄭 通, 申 忱, 胡 涛, 渡谷 岳行, 阿部 修, 橋本 正弘, 陣崎 雅弘, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 119 ( 51 ) page： 65-70   2019.5

Development of a New Laparoscopic Detection System for Gastric Cancer Using Near-Infrared Light-Emitting Clips with Glass Phosphor Reviewed

Inada Shunko A, Nakanishi Hayao, Oda Masahiro, Mori Kensaku, Ito Akihiro, Hasegawa Junichi, Misawa Kazunari, Fuchi Shingo

MICROMACHINES   Vol. 10 ( 2 )   2019.2

Fully automated diagnostic system with artificial intelligence using endocytoscopy to identify the presence of histologic inflammation associated with ulcerative colitis Reviewed

Yasuharu Maeda, Shin-eiKudo, Yuichi Mori, Masashi Misawa, Noriyuki Ogata, Seiko Sasanuma, Kunihiko Wakamura, Masahiro Oda, Kensaku Mori, Kazuo Ohtsuka

GASTROINTESTINAL ENDOSCOPY   Vol. 89 ( 2 ) page： 408 - 415   2019.2

Fully automated diagnostic system with artificial intelligence using endocytoscopy to identify the presence of histologic inflammation associated with ulcerative colitis (with video) Reviewed

Yasuharu Maeda, Shin-eiKudo, Yuichi Mori, Masashi Misawa, Noriyuki Ogata, Seiko Sasanuma, Kunihiko Wakamura, Masahiro Oda, Kensaku Mori, Kazuo Ohtsuka

Gastrointestinal endoscopy   Vol. 89 ( 2 ) page： 408-415   2019.2

Multi-class abdominal organs segmentation with improved V-Nets

Chen Shen, Fausto Milletari, Holger R. Roth, Hirohisa Oda, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori

Proceedings of SPIE 10949, Medical Imaging 2019     page： 109490B-1-7   2019.2

CTからの腹部多臓器抽出におけるgroup normalizationの影響に関する考察

申 忱, Fausto Milletari, Holger R. Roth, 小田 紘久, 小田 昌宏, 林 雄一郎, 三澤 一成, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 118 ( 412 ) page： 143-148   2019.1

Investigation of extracting the interlobular septa with combination of Hessian analysis and radial structure tensor in micro-CT volume

Xiaotian Zhao, Hirohisa Oda, Shota Nakamura, Yuichiro Hayashi, Hayato Itoh, Masahiro Oda, Kensaku Mori

IFMIA 2019     page： 0   2019.1

マルチモーダル画像を用いた深層学習ベースの頭部解剖構造抽出 少量画像データ学習における抽出精度検証

杉野 貴明, Holger R. Roth, 小田 昌宏, 金 太一, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 118 ( 412 ) page： 65-70   2019.1

経時CT像間の腹部臓器の変形を考慮したリンパ節自動対応付け手法の検討

舘 高基, 小田 昌宏, 林 雄一郎, 伊東 隼人, 中村 嘉彦, 北坂 孝幸, 三澤 一成, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 118 ( 412 ) page： 97-102   2019.1

機械学習を用いた腹部動脈血管名自動命名におけるデータ拡張法の適用に関する検討

鉄村 悠介, 林 雄一郎, 小田 昌宏, 北坂 孝幸, 三澤 一成, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 118 ( 412 ) page： 191-196   2019.1

敵対的Dense U-netを用いた切除肺マイクロCT像の超解像

鄭 通, 小田 紘久, Holger R. Roth, 小田 昌宏, 中村 彰太, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 118 ( 412 ) page： 7-12   2019.1

切除肺のマイクロCT像における3D-DBPNを用いた超解像の検討

鄭 通, 小田 紘久, 小田 昌宏, 守谷 享泰, 中村 彰太, 森 健策

第11回呼吸機能イメージング研究会学術集会, プログラム抄録集     page： 82   2019.1

不均衡データからの特徴選択 超拡大内視鏡画像の病理類型分類に向けて

伊東 隼人, 森 悠一, 三澤 将史, 小田 昌宏, 工藤 進英, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 118 ( 412 ) page： 109-114   2019.1

Automated Hand Eye Calibration in Laparoscope Holding Robot for Robot Assisted Surgery Reviewed

Jiang Shuai, Hayashi Yuichiro, Wang Cheng, Oda Masahiro, Kitasaka Takayuki, Misawa Kazunari, Mori Kensaku

INTERNATIONAL WORKSHOP ON ADVANCED IMAGE TECHNOLOGY (IWAIT) 2019   Vol. 11049   2019

Applications of Generative Adversarial Networks in Medical Image Processing: Introduction Invited

ODA Masahiro

Medical Imaging Technology   Vol. 37 ( 3 ) page： 123-124   2019

Tubular Structure Segmentation Using Spatial Fully Connected Network with Radial Distance Loss for 3D Medical Images Reviewed

Wang Chenglong, Hayashi Yuichiro, Oda Masahiro, Itoh Hayato, Kitasaka Takayuki, Frangi Alejandro F., Mori Kensaku

MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2019, PT VI   Vol. 11769   page： 348-356   2019

Unsupervised Segmentation of Micro-CT Images Based on a Hybrid of Variational Inference and Adversarial Learning Reviewed

Moriya Takayasu, Roth Holger R., Nakamura Shota, Oda Hirohisa, Oda Masahiro, Mori Kensaku

MEDICAL IMAGING 2019: BIOMEDICAL APPLICATIONS IN MOLECULAR, STRUCTURAL, AND FUNCTIONAL IMAGING   Vol. 10953   2019

Unsupervised Segmentation of Micro-CT Images of Lung Cancer Specimen Using Deep Generative Models Reviewed

Moriya Takayasu, Oda Hirohisa, Mitarai Midori, Nakamura Shota, Roth Holger R., Oda Masahiro, Mori Kensaku

MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2019, PT VI   Vol. 11769   page： 240-248   2019

Visual SLAM for bronchoscope tracking and bronchus reconstruction in bronchoscopic navigation Reviewed

Wang Cheng, Oda Masahiro, Hayashi Yuichiro, Kitasaka Takayuki, Honma Hirotoshi, Takabatake Hirotsugu, Mori Masaki, Natori Hiroshi, Mori Kensaku

MEDICAL IMAGING 2019: IMAGE-GUIDED PROCEDURES, ROBOTIC INTERVENTIONS, AND MODELING   Vol. 10951   2019

Weakly-supervised Deep Learning of Interstitial Lung Disease Types on CT Images

Wang Chenglong, Moriya Takayasu, Hayashi Yuichiro, Roth Holger, Lu Le, Oda Masahiro, Ohkubo Hirotugu, Mori Kensaku

MEDICAL IMAGING 2019: COMPUTER-AIDED DIAGNOSIS   Vol. 10950   2019

Spaciousness Filters for Non-contrast CT Volume Segmentation of the Intestine Region for Emergency Ileus Diagnosis Reviewed

Oda Hirohisa, Nishio Kohei, Kitasaka Takayuki, Villard Benjamin, Amano Hizuru, Chiba Kosuke, Hinoki Akinari, Uchida Hiroo, Suzuki Kojiro, Itoh Hayato, Oda Masahiro, Mori Kensaku

MICCAI 2019, Workshop: CLIP2019   Vol. 11840   page： 104-114   2019

Investigation of extracting interlobular septa with Hessian analysis and Radial Structure Tensor combined with roundness error in micro-CT volume Reviewed

Zhao Xiaotian, Oda Hirohisa, Nakamura Shota, Hayashi Yuichiro, Itoh Hayato, Oda Masahiro, Mori Kensaku

INTERNATIONAL FORUM ON MEDICAL IMAGING IN ASIA 2019   Vol. 11050   2019

Improving V-Nets for multi-class abdominal organ segmentation Reviewed

Shen Chen, Milletari Fausto, Roth Holger R., Oda Hirohisa, Oda Masahiro, Hayashi Yuichiro, Misawa Kazunari, Mori Kensaku

MEDICAL IMAGING 2019: IMAGE PROCESSING   Vol. 10949   2019

Discriminative Feature Selection by Optimal Manifold Search for Neoplastic Image Recognition Reviewed

Itoh Hayato, Mori Yuichi, Misawa Masashi, Oda Masahiro, Kudo Shin-Ei, Mori Kensaku

COMPUTER VISION - ECCV 2018 WORKSHOPS, PT IV   Vol. 11132   page： 534-549   2019

Artificial Intelligence/Deep Learning for Surgical Assistance Invited

Oda Masahiro

Journal of Japan Society of Computer Aided Surgery   Vol. 21 ( 3 ) page： 143-146   2019

Radiological and Endoscope Image Analyses in Nagoya University Invited

ODA Masahiro, SHEN Chen, ODA Hirohisa, MORI Kensaku

Medical Imaging Technology   Vol. 37 ( 2 ) page： 84-88   2019

Micro-CT in the Analysis of Formalin-Fixed Paraffin-Embedded Blocks of Resected Pancreatic Lesions Reviewed

Shindo K., Ohuchida K., Roth H. R., Oda H., Iwamoto C., Oda M., Ohtsuka T., Mori K., Hashizume M., Nakamura M.

PANCREAS   Vol. 48 ( 10 ) page： 1523 - 1523   2019

Polyp-Size Classification with RGB-D features for Colonoscopy Reviewed

Itoh Hayato, Roth Holger R., Mori Yuichi, Misawa Masashi, Oda Masahiro, Kudo Shin-ei, Mori Kensaku

MEDICAL IMAGING 2019: COMPUTER-AIDED DIAGNOSIS   Vol. 10950   2019

Scanning, registration, and fiber estimation of rabbit hearts using micro-focus and refraction-contrast X-ray CT Reviewed

Oda Hirohisa, Roth Holger R., Sugino Takaaki, Sunaguchi Naoki, Usami Noriko, Oda Masahiro, Shimao Daisuke, Ichihara Shu, Yuasa Tetsuya, Ando Masami, Akita Toshiaki, Narita Yuji, Mori Kensaku

MEDICAL IMAGING 2019: BIOMEDICAL APPLICATIONS IN MOLECULAR, STRUCTURAL, AND FUNCTIONAL IMAGING   Vol. 10953   2019

ディープラーニング実践の環境構築

小田 昌宏

臨床画像   Vol. 35   page： 1120 - 1128   2019

Development of Colonoscope Tracking Method using Recurrent Neural Network for Colonoscopic Examination Navigation Reviewed

Masahiro Oda, Holger R. Roth, Takayuki Kitasaka, Kazuhiro Furukawa, Ryoji Miyahara, Yoshiki Hirooka, Nassir Navab, Kensaku Mori

Transactions of the Virtual Reality Society of Japan   Vol. 23 ( 4 ) page： 249-252   2018.12

CT 像より自動抽出された動脈領域に対応した機械学習に基づく腹部動脈血管名自動命名法

鉄村 悠介, 林 雄一郎, 小田 昌宏, 北坂 孝幸, 三澤 一成, 森 健策

日本コンピュータ外科学会誌 第27回日本コンピュータ外科学会大会特集号   Vol. 20 ( 4 18(Ⅶ)-4 ) page： 322-323   2018.11

U‒Net を用いた腹腔鏡動画像における出血領域検出に関する検討

小澤 卓也, 小田 紘久, 伊東 隼人, 北坂 孝幸, Holger R. Roth, 小田 昌宏, 林 雄一郎, 三澤 一成, 伊藤 雅昭, 竹下 修由, 森 健策

日本コンピュータ外科学会誌 第27回日本コンピュータ外科学会大会特集号   Vol. 20 ( 4 18(6)-10 ) page： 370   2018.11

SLAM ベースのビジュアルトラッキングにおける隣接フレーム利用再構成手法の評価

王 成, 小田 昌宏, 林 雄一郎, 北坂 孝幸, 本間 裕敏, 高畠 博嗣, 森 雅樹, 名取 博, 森 健策

日本コンピュータ外科学会誌 第27回日本コンピュータ外科学会大会特集号   Vol. 20 ( 4 18(Ⅸ)-4 ) page： 342-343   2018.11

Micro CT and Histopathological Image Registration Based on Deep-Learning Assisted Image Registration

Kensaku Mori, Kai Nagara, Shota Nakamura, Hirohisa Oda, MENG, Holger R. Roth, Masahiro Oda

RSNA2018     page： CH218-ED-X   2018.11

Investigation on the condition of using adjacent reconstruction in visual bronchoscope tracking

  Vol. 118 ( 286 ) page： 27-32   2018.11

イレウス診断支援システムにおける閉塞部位の誤検出修正及び改善ツールの構築

西尾 光平, 小田 紘久, 千馬 耕亮, 北坂 孝幸, Holger R. Roth, 伊東 隼人, 林 雄一郎, 小田 昌宏, 檜 顕成, 内田 広夫, 森 健策

日本コンピュータ外科学会誌 第27回日本コンピュータ外科学会大会特集号   Vol. 20 ( 4 18(Ⅹ)-3 ) page： 348-349   2018.11

腹腔鏡把持ロボットのための自動ハンドアイキャリブレーションの検討

蒋 帥, 林 雄一郎, 小田 昌宏, 北坂 孝幸, 三澤 一成, 森 健策

日本コンピュータ外科学会誌 第27回日本コンピュータ外科学会大会特集号   Vol. 20 ( 4 18(Ⅹ)-10 ) page： 359   2018.11

生成モデルを利用したマイクロ CT 画像の半教師ありセグメンテーション

守谷 享泰, Holger R. Roth, 中村 彰太, 小田 紘久, 小田 昌宏, 森 健策

日本コンピュータ外科学会誌 第27回日本コンピュータ外科学会大会特集号   Vol. 20 ( 4 18(Ⅵ)-9 ) page： 312-313   2018.11

深層学習を用いた屈折 X 線 CT 画像からの眼球構造抽出 ―Sparse annnotation データの学習法に関する検討―

杉野 貴明, Holger R. Roth, 小田 昌宏, 砂口 尚輝, 島雄 大介, 森 健策

日本コンピュータ外科学会誌 第27回日本コンピュータ外科学会大会特集号   Vol. 20 ( 4 18(Ⅲ)-4 ) page： 259-260   2018.11

深層学習を用いたマイクロ CT 画像の超解像に関する初期的検討

鄭 通, Holger R. Roth, 小田 昌宏, 小田 紘久, 中村 彰太, 森 健策

日本コンピュータ外科学会誌 第27回日本コンピュータ外科学会大会特集号   Vol. 20 ( 4 18(Ⅱ)-8 ) page： 252-253   2018.11

不均衡データセットからの学習データセット構築法 ―機械学習に基づく医用画像分類に向けて―

伊東 隼人, 森 悠一, 三澤 将史, 小田 昌宏, 工藤 進英, 森 健策

日本コンピュータ外科学会誌 第27回日本コンピュータ外科学会大会特集号   Vol. 20 ( 4 18(Ⅲ)-5 ) page： 261-262   2018.11

ディープラーニングを用いた腹腔鏡映像からの腹腔鏡下胃切除術の手術工程解析の検討

林 雄一郎, 杉野 貴明, 小田 昌宏, 三澤 一成, 森 健策

日本コンピュータ外科学会誌 第27回日本コンピュータ外科学会大会特集号   Vol. 20 ( 4 18(ⅩⅠ)-10 ) page： 368-369   2018.11

Real-Time Use of Artificial Intelligence in Identification of Diminutive Polyps During Colonoscopy A Prospective Study Reviewed

Yuichi Mori, Shin-ei Kudo, Masashi Misawa, Yutaka Saito, Hiroaki Ikematsu, Kinichi Hotta, Kazuo Ohtsuka, Fumihiko Urushibara, Shinichi Kataoka, Yushi Ogawa, Yasuharu Maeda, Kenichi Takeda, Hiroki Nakamura, Katsuro Ichimasa, Toyoki Kudo, Takemasa Hayashi, Kunihiko Wakamura, Fumio Ishida, Haruhiro Inoue, Hayato Itoh, Masahiro Oda, Kensaku Mori

ANNALS OF INTERNAL MEDICINE   Vol. 169 ( 6 ) page： 357 - 366   2018.9

Layout of alveoli and pores of Kohn on magnified 3D printed model of the peripheral lung specimen by micro CT Reviewed

Natori Hiroshi, Takabatake Hirotsugu, Mori Masaki, Mori Kensaku, Oda Masahiro, Koba Hiroyuki, Takahashi Hiroki

EUROPEAN RESPIRATORY JOURNAL   Vol. 52   2018.9

Application of three-dimensional print in minor hepatectomy following liver partition between anterior and posterior sectors Reviewed

Tsuyoshi Igami, Yoshihiko Nakamura, Masahiro Oda, Hiroshi Tanaka, Motoi Nojiri, Tomoki Ebata, Yukihiro Yokoyama, Gen Sugawara, Takashi Mizuno, Junpei Yamaguchi, Kensaku Mori, Masato Nagino

ANZ JOURNAL OF SURGERY   Vol. 88 ( 9 ) page： 882 - 885   2018.9

Sparse annotationによる深層学習ベースの解剖構造抽出：屈折X線CT像からの精密な眼球セグメンテーション

杉野貴明, Holger R. Roth, 小田昌宏, 砂口尚輝, 島雄大介, 市原周, 湯浅哲也, 安藤正海, 森健策

MIRU2018     page： PS3-11   2018.8

超拡大内視鏡における病理画像分類のための特徴選択法

伊東 隼人, 森 悠一, 三澤 将史, 小田 昌宏, 工藤 進英, 森 健策

MIRU2018     page： PS2-17   2018.8

Fast Marching Algorithmに基づく小児CT像からの腸管閉塞部位検出手法

西尾 光平, 小田 紘久, 千馬 耕亮, 北坂 孝幸, Holger Roth, 伊東 隼人, 小田 昌宏, 檜 顕成, 内田 広夫, 森 健策

第37回日本医用画像工学会大会予稿集     page： OP1-6   2018.7

ウサギ心臓の屈折CT像における線維配向の可視化ならびに評価

小田 紘久, Holger R. Roth, 砂口 尚輝, 宇佐美 紀子, 小田 昌宏, 島雄 大介, 市原 周, 湯浅 哲也, 安藤 正海, 秋田 利明, 成田 裕司, 森 健策

第37回日本医用画像工学会大会予稿集     page： OP1-8   2018.7

隣接復元を用いたSLAMベースの気管支鏡追跡の改善

王 成, 小田 昌宏, 林 雄一郎, 本間 裕敏, 高畑 博嗣, 森 雅樹, 名取 博, 森 健策

第37回日本医用画像工学会大会予稿集     page： OP13-6   2018.7

胃の変形情報を利用した経時リンパ節の自動対応付け手法の精度向上に関する研究

舘 高基, 小田 昌宏, 林 雄一郎, 中村 嘉彦, 北坂 孝幸, 三澤 一成, 森 健策

第37回日本医用画像工学会大会予稿集     page： OP4-2   2018.7

機械学習を用いた腹部動脈血管名自動命名における臓器情報および多血管相互関係利用方法の検討

鉄村 悠介, Holger Roth, 林 雄一郎, 小田 昌宏, 三澤 一成, 森 健策

第37回日本医用画像工学会大会予稿集     page： OP14-2   2018.7

機械学習による内視鏡動画インスタンスセグメンテーションのための手動アノテーションツールの開発

小澤 卓也, 小田 紘久, 伊東 隼人, 北坂 孝幸, Holger R. Roth, 小田 昌宏, 林 雄一郎, 三澤 一成, 伊藤 雅昭, 竹下 修由, 森 健

第37回日本医用画像工学会大会予稿集     page： OP1-7   2018.7

教師なし深度推定を利用したRGB-D 特徴抽出に基づくポリープのトリナリサイズ推定

伊東隼人, Holger Roth, 三澤将史, 森悠一, 小田昌宏, 工藤進英, 森健策

第37回日本医用画像工学会大会予稿集     page： OP14-4   2018.7

マイクロCT画像からのRSTを用いた小葉壁抽出手法の検討

趙 笑添, Holger R. Roth, 中村彰太, 小田紘久, 林 雄一郎, 守谷享泰, 長柄 快, 小田昌宏, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 118 ( 150 ) page： 11-16   2018.7

Micro-focus X-ray CT of the heart:A comparison with X-ray refraction-contrast CT,

Hirohisa Oda, Holger R. Roth, Naoki Sunaguchi, Daisuke Shimao, Takaaki Sugino, Masahiro Oda, Toshiaki Akita, Yuji Narita, Shu Ichihara, Tetsuya Yuasa, Masami Ando, Kensaku Mori

International Journal of Computer Assisted Radiology and Surgery   Vol. 13 ( 1 ) page： s140-142   2018.6

Polyp detection in colonoscopic videos by using spatio-temporal feature

Hayato Itoh, Holger R. Roth, Masashi Misawa, Yuichi Mori, Masahiro Oda, Shin-ei Kudo, Kensaku Mori

International Journal of Computer Assisted Radiology and Surgery   Vol. 13 ( 1 ) page： s97-98   2018.6

Automated ganglion cell detection using fully convolutional networks and evaluation under different training losses

Hirohisa Oda, Kosuke Chiba, Holger R. Roth, Takayuki Kitasaka, Masahiro Oda, Akinari Hinoki, Hiroo Uchida, Kensaku Mori

International Journal of Computer Assisted Radiology and Surgery   Vol. 13 ( 1 ) page： s104-106   2018.6

Improvement of robustness of SLAM-based bronchoscope tracking by posture guided feature matching

Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Hirotoshi Honma, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori

International Journal of Computer Assisted Radiology and Surgery   Vol. 13 ( 1 ) page： s11-12   2018.6

Evaluation of 3D fully convolutional networks for multi-class organ segmentation in contrast-enhanced CT

Chen Shen, Holger R. Roth, Hirohisa Oda, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Tadaaki Miyamoto, Kensaku Mori

International Journal of Computer Assisted Radiology and Surgery   Vol. 13 ( 1 ) page： s21-22   2018.6

Artificial Intelligence-Assisted Polyp Detection for Colonoscopy: Initial Experience Reviewed

Misawa Masashi, Kudo Shin-ei, Mori Yuichi, Cho Tomonari, Kataoka Shinichi, Yamauchi Akihiro, Ogawa Yushi, Maeda Yasuharu, Takeda Kenichi, Ichimasa Katsuro, Nakamura Hiroki, Yagawa Yusuke, Toyoshima Naoya, Ogata Noriyuki, Kudo Toyoki, Hisayuki Tomokazu, Hayashi Takemasa, Wakamura Kunihiko, Baba Toshiyuki, Ishida Fumio, Itoh Hayato, Roth Holger, Oda Masahiro, Mori Kensaku

GASTROENTEROLOGY   Vol. 154 ( 8 ) page： 2027 - +   2018.6

DIAGNOSTIC IMAGING SYSTEM WITH VIRTUAL ENTEROSCOPY AND COMPUTER-AIDED DETECTION FOR EVALUATION OF SMALL BOWEL LESIONS OF CROHN'S DISEASE Reviewed

Furukawa Kazuhiro, Miyahara Ryoji, Funasaka Kohei, Suhara Hiroki, Matsushita Masanobu, Yamamura Takeshi, Ishikawa Takuya, Ohno Eizaburo, Nakamura Masanao, Kawashima Hiroki, Watanabe Osamu, Oda Masahiro, Mori Kensaku, Hirooka Yoshiki, Goto Hidemi

GASTROINTESTINAL ENDOSCOPY   Vol. 87 ( 6 ) page： AB304-AB304   2018.6

An application of cascaded 3D fully convolutional networks for medical image segmentation Reviewed

Holger R. Roth, Hirohisa Oda, Xiangrong Zhou, Natsuki Shimizu, Ying Yang, Yuichiro Hayashi, Masahiro Oda, Michitaka Fujiwara, Kazunari Misawa, Kensaku Mori

COMPUTERIZED MEDICAL IMAGING AND GRAPHICS   Vol. 66   page： 90 - 99   2018.6

DIAGNOSTIC IMAGING SYSTEM WITH VIRTUAL ENTEROSCOPY AND COMPUTER-AIDED DETECTION FOR EVALUATION OF SMALL BOWEL LESIONS OF CROHN'S DISEASE Reviewed

Furukawa Kazuhiro, Miyahara Ryoji, Funasaka Kohei, Suhara Hiroki, Matsushita Masanobu, Yamamura Takeshi, Ishikawa Takuya, Ohno Eizaburo, Nakamura Masanao, Kawashima Hiroki, Watanabe Osamu, Oda Masahiro, Mori Kensaku, Hirooka Yoshiki, Goto Hidemi

GASTROINTESTINAL ENDOSCOPY   Vol. 87 ( 6 ) page： AB304-AB304   2018.6

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

楊 瀛, Roth Holger, 小田昌宏, 北坂孝幸, 三澤一成, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 117 ( 518 ) page： 75-80   2018.3

Pre/intra-operative diagnosis and navigational assistance based on multidisciplinary computational anatomy

Kensaku Mori, Masahiro Oda, Holger R roth, Yoshihiko Nakamura, Yoshito Mekada, Takayuki Kitasaka, Kazunari Misawa, Michitaka Fujiwara, Kazuhiro Durukawa, Shu Ichihara

    page： 87-105   2018.3

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

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

電子情報通信学会技術研究報告(MI)   Vol. 117 ( 518 ) page： 81-86   2018.3

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

長柄 快, Holger R. Roth, 中村彰太, 小田昌宏, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 117 ( 518 ) page： 7-12   2018.3

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

伊東隼人, 森 悠一, 三澤将史, 小田昌宏, 工藤進英, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 117 ( 518 ) page： 51-56   2018.3

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

柴田睦実, 林 雄一郎, 小田昌宏, 三澤一成, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 117 ( 518 ) page： 117-122   2018.3

Develop and Validate a Finite Element Method Model for Deformation Matching of Laparoscopic Gastrectomy Navigation Reviewed

Chen Tao, Wei Guodong, Shi Weili, Hayashi Yuichiro, Oda Masahiro, Jiang Zhengang, Li Guoxin, Mori Kensaku

MEDICAL IMAGING 2018: IMAGE-GUIDED PROCEDURES, ROBOTIC INTERVENTIONS, AND MODELING   Vol. 10576   2018

Micro Anatomical Structure Imaging by Desktop Micro-focus X-ray CT Scanner Invited

MORI Kensaku, NAKAMURA Shota, AKITA Toshiaki, ODA Hirohisa, Holger ROTH R., ODA Masahiro

Medical Imaging Technology   Vol. 36 ( 3 ) page： 127-132   2018

Towards Automated Colonoscopy Diagnosis: Binary Polyp Size Estimation via Unsupervised Depth Learning Reviewed

Itoh Hayato, Roth Holger R., Lu Le, Oda Masahiro, Misawa Masashi, Mori Yuichi, Kudo Shin-ei, Mori Kensaku

MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2018, PT II   Vol. 11071   page： 611 - 619   2018

Towards dense volumetric pancreas segmentation in CT using 3D fully convolutional networks

Roth Holger, Oda Masahiro, Shimizu Natsuki, Oda Hirohisa, Hayashi Yuichiro, Kitasaka Takayuki, Fujiwara Michitaka, Misawa Kazunari, Mori Kensaku

MEDICAL IMAGING 2018: IMAGE PROCESSING   Vol. 10574   2018

Unsupervised Pathology Image Segmentation Using Representation Learning with Spherical K-means Reviewed

Moriya Takayasu, Roth Holger H., Nakamura Shota, Oda Hirohisa, Nagara Kai, Oda Masahiro, Mori Kensaku

MEDICAL IMAGING 2018: DIGITAL PATHOLOGY   Vol. 10581   2018

Unsupervised Segmentation of 3D Medical Images Based on Clustering and Deep Representation Learning Reviewed

Moriya Takayasu, Roth Holger R., Nakamura Shota, Oda Hirohisa, Nagara Kai, Oda Masahiro, Mori Kensaku

MEDICAL IMAGING 2018: BIOMEDICAL APPLICATIONS IN MOLECULAR, STRUCTURAL, AND FUNCTIONAL IMAGING   Vol. 10578   2018

Important Points to Take Advantage of Deep Learning Invited

ODA Masahiro

Medical Imaging Technology   Vol. 36 ( 2 ) page： 72-75   2018

Guidance of Deep Learning for Medical Image Processing: Introduction Invited

ODA Masahiro

Medical Imaging Technology   Vol. 36 ( 2 ) page： 45 - 46   2018

Fully Convolutional Network-Based Eyeball Segmentation from Sparse Annotation for Eye Surgery Simulation Model Reviewed

Sugino Takaaki, Roth Holger R., Oda Masahiro, Mori Kensaku

International Workshop on Bio-Imaging and Visualization for Patient-Customized Simulations, BIVPCS 2018   Vol. 11042   page： 118-126   2018

Fine Segmentation of Tiny Blood Vessel Based on Fully-Connected Conditional Random Field Reviewed

Wang Chenglong, Oda Masahiro, Yoshino Yasushi, Yamamoto Tokunori, Mori Kensaku

MEDICAL IMAGING 2018: IMAGE PROCESSING   Vol. 10574   2018

Dense volumetric detection and segmentation of mediastinal lymph nodes in chest CT images Reviewed

Oda Hirohisa, Roth Holger R., Bhatia Kanwal K., Oda Masahiro, Kitasaka Takayuki, Iwano Shingo, Homma Hirotoshi, Takabatake Hirotsugu, Mori Masaki, Natori Hiroshi, Schnabel Julia A., Mori Kensaku

MEDICAL IMAGING 2018: COMPUTER-AIDED DIAGNOSIS   Vol. 10575   2018

Deep Learning and Its Application to Medical Image Segmentation Invited

ROTH Holger R., SHEN Chen, ODA Hirohisa, ODA Masahiro, HAYASHI Yuichiro, MISAWA Kazunari, MORI Kensaku

Medical Imaging Technology   Vol. 36 ( 2 ) page： 63-71   2018

Cascade classification of endocytoscopic images of colorectal lesions for automated pathological diagnosis Reviewed

Itoh Hayato, Mori Yuichi, Misawa Masashi, Oda Masahiro, Kudo Shin-ei, Mori Kensaku

MEDICAL IMAGING 2018: COMPUTER-AIDED DIAGNOSIS   Vol. 10575   2018

BESNet: Boundary-Enhanced Segmentation of Cells in Histopathological Images Reviewed

Oda Hirohisa, Roth Holger R., Chiba Kosuke, Sokolic Jure, Kitasaka Takayuki, Oda Masahiro, Hinoki Akinari, Uchida Hiroo, Schnabel Julia A., Mori Kensaku

MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2018, PT II   Vol. 11071   page： 228-236   2018

Automatic segmentation of eyeball structures from micro-CT images based on sparse annotation Reviewed

Sugino Takaaki, Roth Holger R., Oda Masahiro, Omata Seiji, Sakuma Shinya, Arai Fumihito, Mori Kensaku

MEDICAL IMAGING 2018: BIOMEDICAL APPLICATIONS IN MOLECULAR, STRUCTURAL, AND FUNCTIONAL IMAGING   Vol. 10578   2018

Airway Segmentation from 3D Chest CT Volumes Based on Volume of Interest Using Gradient Vector Flow

MENG Qier, KITASAKA Takayuki, ODA Masahiro, UENO Junji, MORI Kensaku

Medical Imaging Technology   Vol. 36 ( 3 ) page： 133-146   2018

A Multi-scale Pyramid of 3D Fully Convolutional Networks for Abdominal Multi-organ Segmentation Reviewed

Roth Holger R., Shen Chen, Oda Hirohisa, Sugino Takaaki, Oda Masahiro, Hayashi Yuichiro, Misawa Kazunari, Mori Kensaku

MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2018, PT IV   Vol. 11073   page： 417 - 425   2018

Machine learning-based colon deformation estimation method for colonoscope tracking Reviewed

Oda Masahiro, Kitasaka Takayuki, Furukawa Kazuhiro, Miyahara Ryoji, Hirooka Yoshiki, Goto Hidemi, Navab Nassir, Mori Kensaku

MEDICAL IMAGING 2018: IMAGE-GUIDED PROCEDURES, ROBOTIC INTERVENTIONS, AND MODELING   Vol. 10576   2018

Development of a CNC abrasive machining technique for 3D-printed organ models by utilizing a flexible mechanical structure

OHBA Takayuki, SUZUKI Norikazu, SHAMOTO Eiji, ODA Masahiro, MORI Kensaku, TAKEUCHI Yoshimi

The Proceedings of The Manufacturing & Machine Tool Conference   Vol. 2018.12 ( 0 ) page： C20   2018

On the influence of Dice loss function in multi-class organ segmentation of abdominal CT using 3D fully convolutional networks

Chen Shen, Holger R. Roth, Hirohisa Oda, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori

MI2017-51   Vol. 117 ( 281 ) page： 15-20   2017.11

Study on the Robustness of ORB-SLAM Based Outlier Elimination in Bronchoscope Tracking -- RANSAC + EPnP for Outlier Detection --

Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Hirotoshi Honma, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori

MI2017-58   Vol. 117 ( 281 ) page： 47-52   2017.11

Automated Multi-Organ Segmentation in Abdominal CT with Hierarchical 3D Fully-Convolutional Networks

Holger R. Roth, Hirohisa Oda, MENG, Yuichiro Hayashi, Masahiro Oda, Natsuki Shimizu, Kensaku Mori, Michitaka Fujiwara, Kazunari Misawa

RSNA 2017 (Radiological Society of North America) Scientific Assembly and Annual Meeting PROGRAM IN BRIEF     page： 267   2017.11

Automated mediastinal lymph node detection from CT volumes based on intensity targeted radial structure tensor analysis Reviewed International coauthorship

Hirohisa Oda, Kanwal K. Bhatia, Masahiro Oda, Takayuki Kitasaka, Shingo Iwano, Hirotoshi Homma, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Julia A. Schnabel, Kensaku Mori

JOURNAL OF MEDICAL IMAGING   Vol. 4 ( 4 ) page： 044502   2017.10

3D Fully Convolutional Networks と全連結条件付確率場による 3 次元 CT 画像からの多臓器自動抽出に関する検討

楊 瀛, 小田昌宏, Roth Holger, 北坂孝幸, 三澤一成, 森 健策

日本コンピュータ外科学会誌 第26回日本コンピュータ外科学会大会特集号   Vol. 19 ( 4 ) page： 268-269   2017.10

μCT 画像を用いた大変形を含む連続切片 HE 染色画像の 3 次元再構築

長柄 快, Holger Roth, 中村彰太, 小田紘久, 守谷享泰, 小田昌宏, 森 健策

日本コンピュータ外科学会誌 第26回日本コンピュータ外科学会大会特集号   Vol. 19 ( 4 ) page： 363-364   2017.10

超拡大大腸内視鏡画像を利用した病理自動診断 〜腫瘍性病変に関する分類精度解析〜

伊東隼人, 森 悠一, 三澤将史, 小田昌宏, 工藤進英, 森 健策

日本コンピュータ外科学会誌 第26回日本コンピュータ外科学会大会特集号   Vol. 19 ( 4 ) page： 319-320   2017.10

複数フレームのステレオ内視鏡画像を用いた臓器表面形状復元に関する検討

柴田睦実, 林 雄一郎, 小田昌宏, 三澤一成, 森 健策

日本コンピュータ外科学会誌 第26回日本コンピュータ外科学会大会特集号   Vol. 19 ( 4 ) page： 326-327   2017.10

自動設計特徴量を用いた 3 次元腹部 CT 像における膵臓領域の位置推定

清水南月, Holger R. Roth, 小田昌宏, 三澤一成, 藤原道隆, 森 健策

日本コンピュータ外科学会誌 第26回日本コンピュータ外科学会大会特集号   Vol. 19 ( 4 ) page： 270-271   2017.10

深層学習を用いたマイクロ CT 画像からの眼球構造自動抽出 〜少量データ学習による解剖構造抽出性能の検証

杉野貴明, Holger R. Roth, 小田昌宏, 小俣誠二, 佐久間臣耶, 新井史人, 森 健策

日本コンピュータ外科学会誌 第26回日本コンピュータ外科学会大会特集号   Vol. 19 ( 4 ) page： 241-242   2017.10

気管支鏡追跡における ORB-SLAM 適用に関する初期的検討

王 成, 小田昌宏, 林 雄一郎, 森 健策

日本コンピュータ外科学会誌 第26回日本コンピュータ外科学会大会特集号   Vol. 19 ( 4 ) page： 324-325   2017.10

機械学習を用いた腹部動脈血管名自動命名における臓器情報利用方法に関する一考察

鉄村悠介, Holger Roth, 林 雄一郎, 小田昌宏, 進藤幸治, 大内田研宙, 橋爪 誠, 三澤一成, 森 健策

日本コンピュータ外科学会誌 第26回日本コンピュータ外科学会大会特集号   Vol. 19 ( 4 ) page： 361-362   2017.10

レベルセット法を用いた腎臓皮質と髄質領域の分割

王 成龍, 小田昌宏, 永山 洵, 吉野 能, 山本徳則, 森 健策

日本コンピュータ外科学会誌 第26回日本コンピュータ外科学会大会特集号   Vol. 19 ( 4 ) page： 266-267   2017.10

マイクロ CT を用いた膵臓パラフィンブロック標本の解析

進藤幸治, 大内田研宙, Holger R. Roth, 小田紘久, 岩本千佳, 小田昌宏, 中村雅史, 森 健策, 橋爪 誠

日本コンピュータ外科学会誌 第26回日本コンピュータ外科学会大会特集号   Vol. 19 ( 4 ) page： 244-245   2017.10

サポートベクタマシンを用いたラジオミクスベースの消化管間質性腫瘍リスク評価システム

陳 韜, 小田紘久, Holger R. Roth, 北坂孝幸, 小田昌宏, 李 国新, 森 健策

日本コンピュータ外科学会誌 第26回日本コンピュータ外科学会大会特集号   Vol. 19 ( 4 ) page： 239-240   2017.10

Virtual 3D microscope and magnified 3D print for naked eye analyses of alveoli and alveolar duct structures by Heitzman lung specimen with micro CT

Hiroshi Natori, Masaki Mori, Hirotsugu Takabatake, Hirotoshi Homma, ensaku Mori, Masahiro Oda, Hiroyuki Koba, Hiroki Takahashi

ERS International congress 2017     page： Session 439   2017.9

Accuracy of diagnosing invasive colorectal cancer using computer-aided endocytoscopy Reviewed

Kenichi Takeda, Shin-ei Kudo, Yuichi Mori, Masashi Misawa, Toyoki Kudo, Kunihiko Wakamura, Atsushi Katagiri, Toshiyuki Baba, Eiji Hidaka, Fumio Ishida, Haruhiro Inoue, Masahiro Oda, Kensaku Mori

ENDOSCOPY   Vol. 49 ( 8 ) page： 798 - 802   2017.8

Multi-atlas pancreas segmentation: Atlas selection based on vessel structure Reviewed International coauthorship

Ken'ichi Karasawa, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Michitaka Fujiwara, Chengwen Chu, Guoyan Zheng, Daniel Rueckert, Kensaku Mori

MEDICAL IMAGE ANALYSIS   Vol. 39   page： 18 - 28   2017.7

K-means法とJoint Unsupervised Learningによる3次元医用画像の教師なしセグメンテーション(Unsupervised 3D Medical Image Segmentation using K-means and Joint Unsupervised Learning) Reviewed

守谷 享泰, Roth Holger R., 中村 彰太, 小田 紘久, 長柄 快, 小田 昌宏, 森 健策

日本医用画像工学会大会予稿集   Vol. 36回   page： 546 - 548   2017.7

3DU-Netによる3次元胸部CT像からのリンパ節検出

小田 紘久, KanwalK.Bhatia, HolgerR.Roth, 小田 昌宏, 北坂 孝幸, 岩野 信吾, 本間 裕敏, 高畠 博嗣, 森 雅樹, 名取 博, JuliaA.Schnabel, 森 健策

第36回日本医用画像工学会大会予稿集     page： OP1-6   2017.7

Torso organ segmentation in CT using fine-tuned 3D fully convolutional networks

Holger ROTH, Ying YANG, Masahiro ODA, Hirohisa ODA, Yuichiro HAYASHI, Natsuki SHIMIZU, Takayuki KITASAKA, Michitaka FUJIWARA, Kazunari MISAWA, Kensaku MORI

    page： OP1-8   2017.7

K-means 法と Joint Unsupervised Learning による3次元医用画像の教師なしセグメンテーション

守谷享泰, Holger R. Roth, 中村彰太, 小田紘久, 長柄快, 小田昌宏, 森健策

第36回日本医用画像工学会大会予稿集     page： OP16-5   2017.7

Improvement on Robustness of ORB-SLAM Based Surgical Navigation System by Building Submap

王成, 小田昌宏, 林雄一郎, 三澤一成, 森健策

第36回日本医用画像工学会大会予稿集     page： OP2-6   2017.7

ステレオ内視鏡画像からの臓器形状復元手法における複数フレームの利用に関する初期的検討

柴田 睦実, 林 雄一郎, 小田 昌宏, 三澤 一成, 森 健策

第36回日本医用画像工学会大会予稿集     page： OP2-8   2017.7

血管情報を用いた経時リンパ節の自動対応付け手法に関する研究

舘 高基, 小田 昌宏, 中村 嘉彦, 寶珠山 裕, 三澤 一成, 森 健策

第36回日本医用画像工学会大会予稿集     page： OP15-4   2017.7

機械学習を用いた腹部動脈血管名自動命名における肝動脈分岐情報利用方法に関する一考察

鉄村 悠介, 張 暁楠, Holger Roth, 林 雄一郎, 小田 昌宏, 三澤 一成, 森 健策

第36回日本医用画像工学会大会予稿集     page： OP6-1   2017.7

条件付き確率場による医用画像からの多臓器抽出におけるHigher Order Potential とボクセル連結構造の影響に関する考察

楊瀛, 小田昌宏, Roth Holger, 北坂孝幸, 三澤一成, 森健策

第36回日本医用画像工学会大会予稿集     page： OP16-4   2017.7

マイクロ CT 画像情報を利用した特徴点対応付けに基づく顕微鏡画像の 3 次元再構築

長柄 快, Holger R. ROTH, 中村 彰太, 小田 紘久, 守谷 享泰, 小田 昌宏, 森 健策

第36回日本医用画像工学会大会予稿集     page： OP14-1   2017.7

Feature-based registration of micro CT volumes

Kai Nagara, Shota Nakamura, Hoiger R. Roth, Masahiro Oda, Hirotoshi Homma, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kesaku Mori

International Journal of Computer Assisted Radiology and Surgery   Vol. 12   page： S201-S203   2017.6

Multi-organ segmentation in abdominal CT using 3D fully convolutional networks

Holger R. Roth, Masahiro Oda, Yuichiro Hayashi, Hirohisa Oda, Kensaku Mori

International Journal of Computer Assisted Radiology and Surgery   Vol. 12   page： S55-S57   2017.6

Automatic anatomical labeling of arteries and veins using conditional random fields Reviewed

Takayuki Kitasaka, Mitsuru Kagajo, Yukitaka Nimura, Yuichiro Hayashi, Masahiro Oda, Kazunari Misawa, Kensaku Mori

INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY   Vol. 12 ( 6 ) page： 1041 - 1048   2017.6

Accuracy of computer-aided diagnosis based on narrow-band imaging endocytoscopy for diagnosing colorectal lesions: comparison with experts Reviewed

Masashi Misawa, Shin-ei Kudo, Yuichi Mori, Kenichi Takeda, Yasuharu Maeda, Shinichi Kataoka, Hiroki Nakamura, Toyoki Kudo, Kunihiko Wakamura, Takemasa Hayashi, Atsushi Katagiri, Toshiyuki Baba, Fumio Ishida, Haruhiro Inoue, Yukitaka Nimura, Masahiro Oda, Kensaku Mori

INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY   Vol. 12 ( 5 ) page： 757-766   2017.6

Diagnostic Ability of Automated Diagnosis System Using Endocytoscopy for Invasive Colorectal Cancer Reviewed

Takeda Kenichi, Kudo Shinei, Mori Yuichi, Kataoka Shinichi, Yasuharu Maeda, Ogawa Yushi, Nakamura Hiroki, Misawa Masashi, Kudo Toyoki, Wakamura Kunihiko, Hayashi Takemasa, Katagiri Atsushi, Baba Toshiyuki, Hidaka Eiji, Ishida Fumio, Inoue Haruhiro, Oda Masahiro, Mori Kensaku

GASTROINTESTINAL ENDOSCOPY   Vol. 85 ( 5 ) page： AB408-AB408   2017.5

Artificial Intelligence for Endocytoscopy Provides Fully Automated Diagnosis of Histological Remission in Ulcerativ E. Coli Tis Reviewed

Yasuharu Maeda, Kudo Shinei, Mori Yuichi, Misawa Masashi, Wakamura Kunihiko, Hayashi Seiko, Ogata Noriyuki, Takeda Kenichi, Kudo Toyoki, Hayashi Takemasa, Katagiri Atsushi, Ishida Fumio, Ohtsuka Kazuo, Oda Masahiro, Mori Kensaku

GASTROINTESTINAL ENDOSCOPY   Vol. 85 ( 5 ) page： AB248-AB248   2017.5

Computer-Aided Diagnosis Based on Endocytoscopy With Narrow-Band Imaging Allows Accurate Diagnosis of Diminutive Colorectal Lesions Reviewed

Misawa Masashi, Kudo Shinei, Mori Yuichi, Takeda Kenichi, Kataoka Shinichi, Nakamura Hiroki, Maeda Yasuharu, Ogawa Yushi, Yamauchi Akihiro, Igarashi Kenta, Hayashi Takemasa, Kudo Toyoki, Wakamura Kunihiko, Katagiri Atsushi, Baba Toshiyuki, Ishida Fumio, Oda Masahiro, Mori Kensaku

GASTROINTESTINAL ENDOSCOPY   Vol. 85 ( 5 ) page： AB57-AB57   2017.5

Can Artificial Intelligence Correctly Diagnose Sessile Serrated Adenomas/Polyps? Reviewed

Mori Yuichi, Kudo Shinei, Ogawa Yushi, Misawa Masashi, Takeda Kenichi, Kudo Toyoki, Wakamura Kunihiko, Hayashi Takemasa, Ichimasa Katsuro, Maeda Yasuharu, Toyoshima Naoya, Nakamura Hiroki, Katagiri Atsushi, Baba Toshiyuki, Ishida Fumio, Oda Masahiro, Mori Kensaku, Inoue Haruhiro

GASTROINTESTINAL ENDOSCOPY   Vol. 85 ( 5 ) page： AB510-AB510   2017.5

Diagnostic Ability of Automated Diagnosis System Using Endocytoscopy for Invasive Colorectal Cancer Reviewed

Takeda Kenichi, Kudo Shinei, Mori Yuichi, Kataoka Shinichi, Yasuharu Maeda, Ogawa Yushi, Nakamura Hiroki, Misawa Masashi, Kudo Toyoki, Wakamura Kunihiko, Hayashi Takemasa, Katagiri Atsushi, Baba Toshiyuki, Hidaka Eiji, Ishida Fumio, Inoue Haruhiro, Oda Masahiro, Mori Kensaku

GASTROINTESTINAL ENDOSCOPY   Vol. 85 ( 5 ) page： AB408-AB408   2017.5

Automatic segmentation of airway tree based on local intensity filter and machine learning technique in 3D chest CT volume Reviewed

Qier Meng, Takayuki Kitasaka, Yukitaka Nimura, Masahiro Oda, Junji Ueno, Kensaku Mori

INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY   Vol. 12 ( 2 ) page： 245 - 261   2017.2

GPU Implementation of SLIC Supervoxel Oversegmentation

Hirohisa Oda, Kanwal K. Bhatia, Masahiro Oda, Takayuki Kitasaka, Shingo Iwano, Julia A. Schnabel, Kensaku Mori

International Forum on Medical Imaging in Asia (IFMIA)     page： 266-268   2017.1

Multi-scale Image Fusion Between Pre-operative Clinical CT and X-ray microtomography of Lung Pathology

Holger Roth, Kai Nagara, Hirohisa Oda, Masahiro Oda, Tomoshi Sugiyama, Shota Nakamura, Kensaku Mori

International Forum on Medical Imaging in Asia (IFMIA)     page： 54-56   2017.1

Deep-Learning-Based Segmentation for the Head Sectioned Images of the Visible Korean Project

Mohammad Eshghi, Holger R. Roth, Hirohisa Oda, Masahiro Oda, Min Suk Chung, Kensaku Mori

MI2016-119   Vol. 116 ( 393 ) page： 191-194   2017.1

Structured Random Forestを用いた3次元腹部CT像からのリンパ節自動検出

寳珠山 裕, Holger Roth, 小田 昌宏, 中村 嘉彦, 三澤 一成, 藤原 道隆, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 116 ( 393 ) page： 23-28   2017.1

MISTライブラリのためのGPUプログラミング

小田 紘久, 小田 昌宏, 北坂 孝幸, 森 健策

電子情報通信学会技術研究報告(MI)   Vol. 116 ( 393 ) page： 133-136   2017.1

Influence of Voxel-Connection Structure in Organ Segmentation Based on Conditional Random Field

Ying Yang, Masahiro Oda, Kazunari Misawa, Daniel Rueckert, Kensaku Mori

MI2016-112   Vol. 116 ( 393 ) page： 157-162   2017.1

Robust colonoscope tracking method for colon deformations utilizing coarse-to-fine correspondence findings Reviewed International coauthorship

Masahiro Oda, Hiroaki Kondo, Takayuki Kitasaka, Kazuhiro Furukawa, Ryoji Miyahara ,Yoshiki Hirooka, Hidemi Goto, Nassir Navab, Kensaku Mori

International Journal of Computer Assisted Radiology and Surgery   Vol. 12 ( 1 ) page： 39-50   2017.1

Extracellular matrix directions estimation of the heart on micro-focus X-ray CT volumes Reviewed

Oda Hirohisa, Oda Masahiro, Kitasaka Takayuki, Akita Toshiaki, Mori Kensaku

MEDICAL IMAGING 2017: BIOMEDICAL APPLICATIONS IN MOLECULAR, STRUCTURAL, AND FUNCTIONAL IMAGING   Vol. 10137   2017

Evaluation of a cardiac model using different 3D printers and materials Reviewed

Murata Masato, Hirayama Koudai, Takenouchi Sinsaku, Oda Masahiro, Mori Kensaku, Niki Kiyomi

Transactions of Japanese Society for Medical and Biological Engineering   Vol. 55 ( 4 ) page： 273-273   2017

Automated endoscopic image analysis based on machine learning

Mori Kensaku, Oda Masahiro, Misawa Masashi, Mori Yuichi, Kudo Shinei

Transactions of Japanese Society for Medical and Biological Engineering   Vol. 55 ( 4 ) page： 344-344   2017

Motion Vector for Outlier Elimination in Feature Matching and Its Application in SLAM Based Laparoscopic Tracking Reviewed

Wang Cheng, Oda Masahiro, Hayashi Yuichiro, Misawa Kazunari, Roth Holger, Mori Kensaku

COMPUTER ASSISTED AND ROBOTIC ENDOSCOPY AND CLINICAL IMAGE-BASED PROCEDURES   Vol. 10550   page： 60-69   2017

Hessian-Assisted Supervoxel: Structure-Oriented Voxel Clustering and Application to Mediastinal Lymph Node Detection from CT Volumes Reviewed International coauthorship

Oda Hirosha, Bhatia Kanwal K., Oda Masahiro, Kitasaka Takayuki, Iwano Shingo, Homma Hirotoshi, Takabatake Hirotsugu, Mori Masaki, Natori Hiroshi, Schnabel Julia A., Mori Kensaku

MEDICAL IMAGING 2017: COMPUTER-AIDED DIAGNOSIS   Vol. 10134   2017

Airway extraction from 3D chest CT volumes based on iterative extension of VOI enhanced by cavity enhancement filter Reviewed

Meng Qier, Kitasaka Takayuki, Oda Masahiro, Mori Kensaku

SPIE MEDICAL IMAGING 2017: COMPUTER-AIDED DIAGNOSIS   Vol. 10134   2017

Micro-CT Guided 3D Reconstruction of Histological Images Reviewed

Nagara Kai, Roth Holger R., Nakamura Shota, Oda Hirohisa, Moriya Takayasu, Oda Masahiro, Mori Kensaku

PATCH-BASED TECHNIQUES IN MEDICAL IMAGING (PATCH-MI 2017)   Vol. 10530   page： 93-101   2017

3D FCN Feature Driven Regression Forest-Based Pancreas Localization and Segmentation Reviewed International coauthorship

Masahiro Oda, Natsuki Shimizu, Holger R. Roth, Ken’ichi Karasawa, Takayuki Kitasaka, Kazunari Misawa, Michitaka Fujiwara, Daniel Rueckert, Kensaku Mori

MICCAI 2017, 3rd Workshop on Deep Learning in Medical Image Analysis   Vol. 10553   page： 222 - 230   2017

Extraction of membrane structure in eyeball from MR volumes Reviewed

Oda Masahiro, Kin Taichi, Mori Kensaku

SPIE MEDICAL IMAGING 2017: BIOMEDICAL APPLICATIONS IN MOLECULAR, STRUCTURAL, AND FUNCTIONAL IMAGING   Vol. 10137   2017

Tracking and segmentation of the airways in chest CT using a fully convolutional network Reviewed

Qier Meng, Holger R. Roth, Takayuki Kitasaka, Masahiro Oda, Junji Ueno, Kensaku Mori

MICCAI 2017   Vol. 10434 LNCS   page： 198 - 207   2017

TBS: Tensor-based supervoxels for unfolding the heart Reviewed International coauthorship

Hirohisa Oda, Holger R. Roth, Kanwal K. Bhatia, Masahiro Oda, Takayuki Kitasaka, Toshiaki Akita, Julia A. Schnabel, Kensaku Mori

MICCAI 2017   Vol. 10433 LNCS   page： 681 - 689   2017

Comparison of the Deep-Learning-Based Automated Segmentation Methods for the Head Sectioned Images of the Virtual Korean Human Project Reviewed

Eshghi Mohammad, Roth Holger R., Oda Masahiro, Chung Min Suk, Mori Kensaku

PROCEEDINGS OF THE FIFTEENTH IAPR INTERNATIONAL CONFERENCE ON MACHINE VISION APPLICATIONS - MVA2017     page： 290 - 293   2017

Automatic Segmentation of Head Anatomical Structures from Sparsely-annotated Images Reviewed

Sugino Takaaki, Roth Holger R., Eshghi Mohammad, Oda Masahiro, Chung Min Suk, Mori Kensaku

2017 IEEE INTERNATIONAL CONFERENCE ON CYBORG AND BIONIC SYSTEMS (CBS)     page： 145 - 149   2017

Influence of using 3D images and 3D-printed objects on the formation of spatial mental models of experts and novices

MAEHIGASHI Akihiro, MIWA Kazuhisa, ODA Masahiro, NAKAMURA Yoshihiko, MORI Kensaku, IGAMI Tsuyoshi

JSAI Technical Report, SIG-ALST   Vol. 79 ( 0 )   2017

Influence of using 3D images and 3D-printed objects on spatial reasoning of experts and novices

Maehigashi A., Miwa K., Oda M., Nakamura Y., Mori K., Igami T.

CogSci 2017 - Proceedings of the 39th Annual Meeting of the Cognitive Science Society: Computational Foundations of Cognition     page： 2669 - 2674   2017