Faculty Profiles - ODA, Masahiro

Papers - ODA, Masahiro

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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

Authorship：Lead author Language：Japanese Publishing type：Research paper (conference, symposium, etc.) Publisher：Japanese Society for Medical and Biological Engineering

<p>Deep learning became an essential method of medical image processing. Deep learning solved many tasks among medical image processing, including image classification, detection, and segmentation. Many deep learning applications were proposed for eye-fundus images and radiological images among medical image modalities. Practical performances were achieved from such applications. In this presentation, we review deep learning-based medical image processing methods and their applications from their methods and image modalities. Also, we introduce new applications of deep learning in medical image processing. Deep learning-based methods process many kinds of data as their explanatory and objective variables. They can be applied to medical data, including image, text, and sensor data. We introduce some examples of such applications. We review new deep learning applications in medical image processing from the examples.</p>

DOI： 10.11239/jsmbe.Annual59.256

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

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Papers - ODA, Masahiro