Comparison of natural language processing algorithms in assessing the importance of head computed tomography reports written in Japanese

Tomohiro Wataya, Azusa Miura, Takahisa Sakisuka, Masahiro Fujiwara, Hisashi Tanaka, Yu Hiraoka, Junya Sato, Miyuki Tomiyama, Daiki Nishigaki, Kosuke Kita, Yuki Suzuki, Shoji Kido, Noriyuki Tomiyama

Japanese Journal of Radiology　Vol. 42　No. 7　p. 697-708　2024/07　Research paper (scientific journal)

Annotation-free multi-organ anomaly detection in abdominal CT using free-text radiology reports: A multi-center retrospective study

Junya Sato, Kento Sugimoto, Yuki Suzuki, Tomohiro Wataya, Kosuke Kita, Daiki Nishigaki, Miyuki Tomiyama, Yu Hiraoka, Masatoshi Hori, Toshihiro Takeda, Shoji Kido, Noriyuki Tomiyama

2024/06/11

Vision transformer to differentiate between benign and malignant slices in 18F-FDG PET/CT

Daiki Nishigaki, Yuki Suzuki, Tadashi Watabe, Daisuke Katayama, Hiroki Kato, Tomohiro Wataya, Kosuke Kita, Junya Sato, Noriyuki Tomiyama, Shoji Kido

Scientific Reports　Vol. 14　No. 1　2024/04/09　Research paper (scientific journal)

Automated entry of paper-based patient-reported outcomes: Applying deep learning to the Japanese orthopaedic association back pain evaluation questionnaire

Kosuke Kita, Takahito Fujimori, Yuki Suzuki, Takashi Kaito, Shota Takenaka, Yuya Kanie, Masayuki Furuya, Tomohiro Wataya, Daiki Nishigaki, Junya Sato, Noriyuki Tomiyama, Seiji Okada, Shoji Kido

Computers in Biology and Medicine　2024/04　Research paper (scientific journal)

深層学習を活用した紙形式のJOABPEQを自動で読み取るAIの開発

藤森 孝人, 喜多 洸介, 蟹江 祐哉, 古家 雅之, 武中 章太, 海渡 貴司, 鈴木 裕紀, 木戸 尚治, 岡田 誠司

日本整形外科学会雑誌　Vol. 98　No. 2　p. S55-S55　2024/03

Prediction of solid and micropapillary components in lung invasive adenocarcinoma: radiomics analysis from high-spatial-resolution CT data with 1024 matrix.

Keisuke Ninomiya, Masahiro Yanagawa, Mitsuko Tsubamoto, Yukihisa Sato, Yuki Suzuki, Akinori Hata, Noriko Kikuchi, Yuriko Yoshida, Kazuki Yamagata, Shuhei Doi, Ryo Ogawa, Yukiko Tokuda, Shoji Kido, Noriyuki Tomiyama

Japanese journal of radiology　2024/02/28　Research paper (scientific journal)

Bimodal artificial intelligence using TabNet for differentiating spinal cord tumors-Integration of patient background information and images.

Kosuke Kita, Takahito Fujimori, Yuki Suzuki, Yuya Kanie, Shota Takenaka, Takashi Kaito, Takuyu Taki, Yuichiro Ukon, Masayuki Furuya, Hirokazu Saiwai, Nozomu Nakajima, Tsuyoshi Sugiura, Hiroyuki Ishiguro, Takashi Kamatani, Hiroyuki Tsukazaki, Yusuke Sakai, Haruna Takami, Daisuke Tateiwa, Kunihiko Hashimoto, Tomohiro Wataya, Daiki Nishigaki, Junya Sato, Masaki Hoshiyama, Noriyuki Tomiyama, Seiji Okada, Shoji Kido

iScience　Vol. 26　No. 10　p. 107900-107900　2023/10/20　Research paper (scientific journal)

人工知能による側彎症レントゲン計測自動化の試み

中嶋 望, 鈴木 裕紀, 藤森 孝人, 蟹江 祐哉, 海渡 貴司, 岡田 誠司

中部日本整形外科災害外科学会雑誌　Vol. 66　No. 秋季学会　p. 256-256　2023/10

Hybrid Multiple-Organ Segmentation Method Using Multiple U-Nets in PET/CT Images

Yuta Suganuma, Atsushi Teramoto, Kuniaki Saito, Hiroshi Fujita, Yuki Suzuki, Noriyuki Tomiyama, Shoji Kido

Applied Sciences　Vol. 13　No. 19　p. 10765-10765　2023/09/27　Research paper (scientific journal)

MobileNetV2のFine tuningを用いたNeuromelanin画像からのParkinson病進行度の推定

奥田 健太, 高橋 洋人, 三浦 あづさ, 崎須賀 敬央, 綿谷 朋大, 松尾 千聡, 有澤 亜津子, 富山 美幸, 佐藤 淳哉, 喜多 洸介, 鈴木 裕紀, 木戸 尚治, 梶山 裕太, 小河 浩太郎, 望月 秀樹, 富山 憲幸

日本医用画像工学会大会予稿集　Vol. 42回　p. 235-236　2023/07

MobileNetV2のFine tuningを用いたNeuromelanin画像からのParkinson病進行度の推定

奥田 健太, 高橋 洋人, 三浦 あづさ, 崎須賀 敬央, 綿谷 朋大, 松尾 千聡, 有澤 亜津子, 富山 美幸, 佐藤 淳哉, 喜多 洸介, 鈴木 裕紀, 木戸 尚治, 梶山 裕太, 小河 浩太郎, 望月 秀樹, 富山 憲幸

日本医用画像工学会大会予稿集　Vol. 42回　p. 235-236　2023/07

Anatomy-aware self-supervised learning for anomaly detection in chest radiographs

Junya Sato, Yuki Suzuki, Tomohiro Wataya, Daiki Nishigaki, Kosuke Kita, Kazuki Yamagata, Noriyuki Tomiyama, Shoji Kido

iScience　Vol. 26　No. 7　p. 107086-107086　2023/07　Research paper (scientific journal)

頸椎前彎角を自動計測する人工知能の開発

藤森 孝人, 鈴木 裕紀, 武中 章太, 蟹江 祐哉, 喜多 洸介, 海渡 貴司, 右近 裕一朗, 中嶋 望, 木戸 尚治, 岡田 誠司

Journal of Spine Research　Vol. 14　No. 3　p. 307-307　2023/04　Research paper (conference, symposium, etc.)

頸椎前彎角を自動計測する人工知能の開発

藤森 孝人, 鈴木 裕紀, 武中 章太, 喜多 洸介, 蟹江 祐哉, 海渡 貴司, 右近 裕一朗, 木戸 尚治, 岡田 誠司

日本整形外科学会雑誌　Vol. 97　No. 2　p. S43-S43　2023/03　Research paper (conference, symposium, etc.)

BERT-based Transfer Learning in Sentence-level Anatomic Classification of Free-Text Radiology Reports.

Daiki Nishigaki, Yuki Suzuki, Tomohiro Wataya, Kosuke Kita, Kazuki Yamagata, Junya Sato, Shoji Kido, Noriyuki Tomiyama

Radiology. Artificial intelligence　Vol. 5　No. 2　2023/03　Research paper (scientific journal)

Automatic Characterization of Liver Tumors from Multi-phase CT Images

Keita Otani, Daiki Nishigaki, Taro Hatsutani, Takeshi Takamoto, Yuki Suzuki, Shoji Kido, Noriyuki Tomiyama

Progress in Biomedical Optics and Imaging - Proceedings of SPIE　Vol. 12465　2023　Research paper (international conference proceedings)

Bi-Modal Network Combining Convolutional Neural Network and TabNet, Differentiating Spinal Tumors based on Images and Clinical Risk Factors

Kosuke Kita, Takahito Fujimori, Yuki Suzuki, Seiji Okada, Shoji Kido

Progress in Biomedical Optics and Imaging - Proceedings of SPIE　Vol. 12465　2023　Research paper (international conference proceedings)

Use of artificial intelligence to identify data elements for The Japanese Orthopaedic Association National Registry from operative records.

Kosuke Kita, Keisuke Uemura, Masaki Takao, Takahito Fujimori, Kazunori Tamura, Nobuo Nakamura, Gen Wakabayashi, Hiroyuki Kurakami, Yuki Suzuki, Tomohiro Wataya, Daiki Nishigaki, Seiji Okada, Noriyuki Tomiyama, Shoji Kido

Journal of orthopaedic science : official journal of the Japanese Orthopaedic Association　2022/09/23　Research paper (scientific journal)

Development of artificial intelligence for automated measurement of cervical lordosis on lateral radiographs.

Takahito Fujimori, Yuki Suzuki, Shota Takenaka, Kosuke Kita, Yuya Kanie, Takashi Kaito, Yuichiro Ukon, Tadashi Watabe, Nozomu Nakajima, Shoji Kido, Seiji Okada

Scientific reports　Vol. 12　No. 1　p. 15732-15732　2022/09/21　Research paper (scientific journal)

JOANRを自動化するシステムの開発 手術記録から情報を抽出するAI

喜多 洸介, 上村 圭亮, 高尾 正樹, 田村 和則, 中村 宣雄, 若林 元, 鈴木 裕紀, 濱田 英敏, 菅野 伸彦, 岡田 誠司, 木戸 尚治

日本整形外科学会雑誌　Vol. 96　No. 8　p. S1796-S1796　2022/09　Research paper (conference, symposium, etc.)

頭部単純CT所見文の重要度分類タスクにおける能動学習の有用性

綿谷 朋大, 三浦 あづさ, 崎須賀 敬央, 藤原 政宏, 佐藤 淳哉, 富山 実幸, 西垣 大毅, 小田 惣也, 喜多 洸介, 山形 和樹, 鈴木 裕紀, 田中 壽, 木戸 尚治, 富山 憲幸

日本医学放射線学会秋季臨床大会抄録集　Vol. 58回　p. S446-S447　2022/08

Radiologists with and without deep learning–based computer-aided diagnosis: comparison of performance and interobserver agreement for characterizing and diagnosing pulmonary nodules/masses

Tomohiro Wataya, Masahiro Yanagawa, Mitsuko Tsubamoto, Tomoharu Sato, Daiki Nishigaki, Kosuke Kita, Kazuki Yamagata, Yuki Suzuki, Akinori Hata, Shoji Kido, Noriyuki Tomiyama

European Radiology　Vol. 33　No. 1　p. 348-359　2022/06/25　Research paper (scientific journal)

CT-based radiomics analysis for differentiation between thymoma and thymic carcinoma.

Ryosuke Ohira, Masahiro Yanagawa, Yuki Suzuki, Akinori Hata, Tomo Miyata, Noriko Kikuchi, Yuriko Yoshida, Kazuki Yamagata, Shuhei Doi, Keisuke Ninomiya, Noriyuki Tomiyama

Journal of thoracic disease　Vol. 14　No. 5　p. 1342-1352　2022/05　Research paper (scientific journal)

特集 肺結節･腫瘤の画像診断に強くなる 人工知能による肺結節の診断

梁川 雅弘, 鈴木 裕紀, 木戸 尚治, 富山 憲幸

画像診断　Vol. 42　No. 6　p. 549-558　2022/04/25　Part of collection (book)

深層学習を利用した人工知能による頸椎単純X線写真の自動計測の試み

藤森 孝人, 鈴木 裕紀, 蟹江 祐哉, 喜多 洸介, 武中 章太, 海渡 貴司, 木戸 尚治, 岡田 誠司

Journal of Spine Research　Vol. 13　No. 3　p. 466-466　2022/03

fine-tuningを用いたCT画像の甲状腺セグメンテーション

山形 和樹, 喜多 洸介, 西垣 大毅, 小田 惣也, 綿谷 朋大, 鈴木 裕紀, 梁川 雅弘, 木戸 尚治, 富山 憲幸

Japanese Journal of Diagnostic Imaging　Vol. 40　No. 増刊　p. 84-84　2022/02

Factual Accuracy is not Enough: Planning Consistent Description Order for Radiology Report Generation.

Toru Nishino, Yasuhide Miura, Tomoki Taniguchi, Tomoko Ohkuma, Yuki Suzuki, Shoji Kido, Noriyuki Tomiyama

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing(EMNLP)　p. 7123-7138　2022　Research paper (international conference proceedings)

Segmentation of Lung Nodules on CT Images Using a Nested Three-Dimensional Fully Connected Convolutional Network.

Shoji Kido, Shunske Kidera, Yasushi Hirano, Shingo Mabu, Tohru Kamiya, Nobuyuki Tanaka, Yuki Suzuki, Masahiro Yanagawa, Noriyuki Tomiyama

Frontiers in artificial intelligence　Vol. 5　p. 782225-782225　2022　Research paper (scientific journal)

Segmentation of Diffuse Lung Abnormality Patterns on Computed Tomography Images using Partially Supervised Learning

Yuki Suzuki, Shoji Kido, Shingo Mabu, Masahiro Yanagawa, Noriyuki Tomiyama, Yoshinobu Sato

Advanced Biomedical Engineering　Vol. 11　p. 25-36　2022　Research paper (scientific journal)

Three-dimensional reconstructions of haustoria in two parasitic plant species in the Orobanchaceae

Natsumi Masumoto, Yuki Suzuki, Songkui Cui, Mayumi Wakazaki, Mayuko Sato, Kie Kumaishi, Arisa Shibata, Kaori M Furuta, Yasunori Ichihashi, Ken Shirasu, Kiminori Toyooka, Yoshinobu Sato, Satoko Yoshida

Plant Physiology　Vol. 185　No. 4　p. 1429-1442　2021/01/25　Research paper (scientific journal)

Comparative Study of Vessel Detection Methods for Contrast Enhanced Computed Tomography: Effects of Convolutional Neural Network Architecture and Patch Size

Suzuki Yuki, Hori Masatoshi, Kido Shoji, Otake Yoshito, Ono Mariko, Tomiyama Noriyuki, Sato Yoshinobu

Advanced Biomedical Engineering　Vol. 10　p. 138-149　2021

Introduction to deep learning: minimum essence required to launch a research.

Tomohiro Wataya, Katsuyuki Nakanishi, Yuki Suzuki, Shoji Kido, Noriyuki Tomiyama

Japanese journal of radiology　Vol. 38　No. 10　p. 907-921　2020/10　Research paper (scientific journal)

Deep learning algorithm for detection of aortic dissection on non-contrast-enhanced CT.

Akinori Hata, Masahiro Yanagawa, Kazuki Yamagata, Yuki Suzuki, Shoji Kido, Atsushi Kawata, Shuhei Doi, Yuriko Yoshida, Tomo Miyata, Mitsuko Tsubamoto, Noriko Kikuchi, Noriyuki Tomiyama

European radiology　Vol. 31　No. 2　p. 1151-1159　2020/08/28　Research paper (scientific journal)

Bayesian Segmentation of Hip and Thigh Muscles in Metal Artifact-Contaminated CT Using Convolutional Neural Network-Enhanced Normalized Metal Artifact Reduction

Mitsuki Sakamoto, Yuta Hiasa, Yoshito Otake, Masaki Takao, Yuki Suzuki, Nobuhiko Sugano, Yoshinobu Sato

JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY　Vol. 92　No. 3　p. 335-344　2020/03　Research paper (scientific journal)

Weak supervision in convolutional neural network for semantic segmentation of diffuse lung diseases using partially annotated dataset

Yuki Suzuki, Kazuki Yamagata, Masahiro Yanagawa, Shoji Kido, Noriyuki Tomiyama

Progress in Biomedical Optics and Imaging - Proceedings of SPIE　Vol. 11314　2020　Research paper (international conference proceedings)

Automated Segmentation of Hip and Thigh Muscles in Metal Artifact Contaminated CT using CNN

Mitsuki Sakamoto, Yuta Hiasa, Yoshito Otake, Masaki Takao, Yuki Suzuki, Nobuhiko Sugano, Yoshinobu Sato

INTERNATIONAL FORUM ON MEDICAL IMAGING IN ASIA 2019　Vol. 11050　2019　Research paper (international conference proceedings)

Quantitative comparison of operative skill using 2- and 3-dimensional monitors during laparoscopic phantom tasks

Masayasu Nishi, Shingo Kanaji, Yoshito Otake, Hitoshi Harada, Masashi Yamamoto, Taro Oshikiri, Tetsu Nakamura, Satoshi Suzuki, Yuki Suzuki, Yuta Hiasa, Yoshinobu Sato, Yoshihiro Kakeji

Surgery (United States)　Vol. 161　No. 5　p. 1334-1340　2017/05　Research paper (international conference proceedings)

False dyssynchrony: Problem with image-based cardiac functional analysis using x-ray computed tomography

Masafumi Kidoh, Zeyang Shen, Yuki Suzuki, Luisa Ciuffo, Hiroshi Ashikaga, George S.K. Fung, Yoshito Otake, Stefan L. Zimmerman, Joao A.C. Lima, Takahiro Higuchi, Okkyun Lee, Yoshinobu Sato, Lewis C. Becker, Elliot K. Fishman, Katsuyuki Taguchi

Progress in Biomedical Optics and Imaging - Proceedings of SPIE　Vol. 10132　2017　Research paper (international conference proceedings)

Projection-based motion estimation for cardiac functional analysis with high temporal resolution: A proof-of-concept study with digital phantom experiment

Yuki Suzuki, George S.K. Fung, Zeyang Shen, Yoshito Otake, Okkyun Lee, Luisa Ciuffo, Hiroshi Ashikaga, Yoshinobu Sato, Katsuyuki Taguchi

Progress in Biomedical Optics and Imaging - Proceedings of SPIE　Vol. 10132　2017　Research paper (international conference proceedings)

Multi-organ segmentation in abdominal CT images

Toshiyuki Okada, Marius George Linguraru, Masatoshi Hori, Yuki Suzuki, Ronald M. Summers, Noriyuki Tomiyama, Yoshinobu Sato

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS　Vol. 2012　p. 3986-3989　2012　Research paper (international conference proceedings)