Updated on 2026/07/29

写真a

 
HAYASHI Yuichiro
 
Organization
Graduate School of Informatics Department of Intelligent Systems 2 Designated Associate Professor
Title
Designated Associate Professor

Degree 1

  1. 博士(工学) ( 名古屋大学 ) 

 

Papers 60

  1. An investigation of segmentation‑pretrained and image‑text pretrained models for medical VQA Reviewed

    Proc. SPIE     2026.2

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    Publishing type:Research paper (international conference proceedings)  

  2. EndoRDE: robust self-supervised monocular depth estimation with pseudo guidance for colonoscopic videos Reviewed

    Proc. SPIE     2026.2

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    Publishing type:Research paper (international conference proceedings)  

  3. RS-SAM: a surgical instrument segmentation method based on a gated feature refinement module Invited Reviewed

    Proc. SPIE     2026.2

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    Publishing type:Research paper (international conference proceedings)  

  4. Q-Former-based vision-language alignment for multimodal understanding of endoscopic surgery scenes Reviewed

    Proc. SPIE     2026.2

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    Publishing type:Research paper (international conference proceedings)  

  5. Detecting reconstruction-unfriendly surgical scenes using a few supporting frames to improve reconstruction-friendly frame selection for 3D reconstruction Reviewed

    Proc. SPIE     2026.2

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    Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1117/12.3087424

  6. Bi-branch sequential picking strategy for efficiently processing long sequences in surgical phase recognition Reviewed

    Proc. SPIE     2026.2

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    Publishing type:Research paper (international conference proceedings)  

  7. Automatic estimation of mediastinal lymph node map in CT images Reviewed

    Proc. SPIE     2026.2

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    Publishing type:Research paper (international conference proceedings)  

  8. Generation of comparative thrombosis reports from confocal laser‑scanning microscope images using large language models Reviewed

    Proc. SPIE     2026.2

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    Publishing type:Research paper (international conference proceedings)  

  9. Left-right relationship-aware 3D volume classification method Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2026

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    Language:English  

    DOI: 10.1007/s11548-025-03567-y

    Open Access

  10. Enforcing Geometric Constraints of Surface Normal and Pose for Self-supervised Monocular Depth Estimation on Laparoscopic Image Reviewed

    Proc. MICCAI2025, LNCS     2025.9

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    Publishing type:Research paper (international conference proceedings)  

  11. Spiking MU-NET:A Low-Power and Efficient Framework for Microscopic Image Segmentation Reviewed

    Proc. EMA4MICCAI 2025 Workshop     2025.9

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    Publishing type:Research paper (international conference proceedings)  

  12. Domain-Specific Pretraining and Fine-Tuning with Contrastive Learning for Fluorescence Microscopic Image Segmentation Reviewed

    Proc. MICCAI-AMAI2025 Workshop     2025.9

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    Publishing type:Research paper (international conference proceedings)  

  13. Double-mix pseudo-label framework: enhancing semi-supervised segmentation on category-mbalanced CT volumes Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2025

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    Language:English  

    DOI: 10.1007/s11548-024-03281-1

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  14. Multi-dimensional consistency learning between 2D Swin U-Net and 3D U-Net for intestine segmentation from CT volume Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2025

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    Language:English  

    DOI: 10.1007/s11548-024-03252-6

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  15. Developing an Effective Off-the-job Training Model and an Automated Evaluation System for Thoracoscopic Esophageal Atresia Surgery Reviewed Open Access

    J Pediatr Surg     2025

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    Language:English  

    DOI: 10.1016/j.jpedsurg.2024.06.023

  16. Enhanced self-supervised monocular depth estimation with self-attention and joint depth-pose loss for laparoscopic images Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2025

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    Language:English  

    DOI: 10.1007/s11548-025-03332-1

    Open Access

  17. Adaptive sensitivity-fisher regularization for heterogeneous transfer learning of vascular segmentation in laparoscopic videos Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2025

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    Language:English  

    DOI: 10.1007/s11548-025-03404-2

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  18. GPU-accelerated deformation mapping in hybrid organ models for real-time simulation Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2025

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    Language:English  

    DOI: 10.1007/s11548-025-03377-2

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  19. Diffusion-driven distillation and contrastive learning for class-incremental semantic segmentation of laparoscopic images Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2025

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    Language:English  

    DOI: 10.1007/s11548-025-03405-1

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  20. GPU-accelerated deformation mapping in hybrid organ models for real-time simulation Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2025

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    Language:English  

    DOI: 10.1007/s11548-025-03377-2

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  21. Semantic segmentation dataset authoring with simplified labels Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2025

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    Language:English  

    DOI: 10.1007/s11548-024-03314-9

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  22. Bidirectional teaching between lightweight multi-view networks for intestine segmentation from CT volume Reviewed Open Access

    Journal of Medical Imaging     2025

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    Language:English  

    DOI: 10.1117/1.JMI.12.2.024003

    Open Access

  23. Enhanced self-supervised monocular depth estimation with self-attention and joint depth-pose loss for laparoscopic images Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2025

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    Language:English  

    DOI: 10.1007/s11548-025-03332-1

    Open Access

  24. Federated 3D multi-organ segmentation with partially labeled and unlabeled data Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2024

  25. Revisiting instrument segmentation: Learning from decentralized surgical sequences with various imperfect annotations Reviewed Open Access

    Healthcare Technology Letters     2024

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  26. Towards better laparoscopic video segmentation: A class-wise contrastive learning approach with multi-scale feature extraction Reviewed Open Access

    Healthcare Technology Letters     2024

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  27. YOLOv7-RepFPN: Improving real-time performance of laparoscopic tool detection on embedded systems Reviewed Open Access

    Healthcare Technology Letters     2024

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  28. Anatomical attention can help to segment the dilated pancreatic duct in abdominal CT Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2024

  29. A clinical assessment of three-dimensional-printed liver model navigation for thrice or more repeated hepatectomy based on a conversation analysis Reviewed Open Access

    Surgery Today     2024

  30. Skeleton-guided 3D convolutional neural network for tubular structure segmentation Reviewed Open Access

    International Journal of Computer Assisted Radiology and Surgery     2024

  31. Development of real-time navigation system for laparoscopic hepatectomy using magnetic micro sensor Reviewed Open Access

    Minim Invasive Ther Allied Technol     2024

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

    International Journal of Computer Assisted Radiology and Surgery     2023

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

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

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

    International Journal of Computer Assisted Radiology and Surgery     2023

  35. Artificial intelligence for evaluating the risk of gastric cancer: reliable detection and scoring of intestinal metaplasia with deep learning algorithms Reviewed

    Gastrointestinal Encoscopy     2023

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

    International Journal of Computer Assisted Radiology and Surgery     2023

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  37. Boundary-aware feature and prediction refinement for polyp segmentation Reviewed

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

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  38. Database-driven patient-specific registration error compensation method for image-guided laparoscopic surgery Reviewed

    International Journal of Computer Assisted Radiology and Surgery     2023

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

    International Journal of Computer Assisted Radiology and Surgery     2023

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

    Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization     2022

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  41. Station number assignment to abdominal lymph node for assisting gastric cancer surgery Reviewed

    Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori

    Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization     2021.7

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    Publishing type:Research paper (scientific journal)  

    DOI: 10.1080/21681163.2020.1835543

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

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

    Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization     2021.7

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    Publishing type:Research paper (scientific journal)  

    DOI: 10.1080/21681163.2020.1835560

  43. Unsupervised segmentation of COVID-19 infected lung clinical CT volumes using image inpainting and representation learning Reviewed

    Tong Zheng, Masahiro Oda, Chenglong Wang, Takayasu Moriya, Yuichiro Hayashi, Yoshito Otake, Masahiro Hashimoto, Toshiaki Akashi, Masaki Mori, Hirotsugu Takabatake, Hiroshi Natori, Kensaku Mori

    Proc.SPIE     2021.2

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    Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1117/12.2580641

  44. Context encoder guided self-supervised siamese depth estimation based on stereo laparoscopic images Reviewed

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

    Proc.SPIE     2021.2

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    Publishing type:Research paper (international conference proceedings)  

  45. Extraction of lung and lesion regions from COVID-19 CT volumes using 3D fully convolutional networks Reviewed

    Yuichiro Hayashi, Masahiro Oda, Chen Shen, Masahiro Hashimoto, Yoshito Otake, Toshiaki Akashi, Kensaku Mori

    Proc.SPIE     2021.2

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    Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1117/12.2581818

  46. Extremely imbalanced subarachnoid hemorrhage detection based on enseNet-LSTM network with class-balanced loss and transfer learning Reviewed

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

    Proc.SPIE     2021.2

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    Publishing type:Research paper (international conference proceedings)  

  47. Bronchial orifice segmentation on bronchoscopic video frames based on generative adversarial depth estimation Reviewed

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

    Proc.SPIE     2021.2

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    Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1117/12.2582341

  48. Intestinal region reconstruction of ileus cases from 3D CT images based on graphical representation and its visualization Reviewed

    Hirohisa Oda, Yuichiro Hayashi, Takayuki Kitasaka, Yudai Tamada, Aitaro Takimoto, Akinari Hinoki, Hiroo Uchida, Kojiro Suzuki, Hayato Itoh, Masahiro Oda, Kensaku Mori

    Proc.SPIE     2021.2

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    Publishing type:Research paper (international conference proceedings)  

  49. Lung infection and normal region segmentation from CT volumes of COVID-19 cases Reviewed

    Masahiro Oda, Yuichiro Hayashi, Yoshito Otake, Masahiro Hashimoto, Toshiaki Akashi, Kensaku Mori

    Proc.SPIE     2021.2

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    Publishing type:Research paper (international conference proceedings)  

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

    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     2020.12

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    Publishing type:Research paper (scientific journal)  

    DOI: 10.1007/s11548-020-02255-3

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  51. 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,     2020.10

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    Publishing type:Research paper (scientific journal)  

    DOI: 10.1007/s11548-020-02241-9

  52. Extraction of blood vessel regions in liver from CT volumes using fully convolutional networks for computer assisted liver surgery Reviewed

    Y. Hayashi, C. Shen, T. Igami, M. Nagino, K. Mori

    International Journal of Computer Assisted Radiology and Surgery     2020.6

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    Publishing type:Research paper (international conference proceedings)  

  53. An Application of Multi-organ Segmentation from Thick-slice Abdominal CT Volumes using Transfer Learning Reviewed

    C. Shen, M. Oda, H. Roth, H. Oda, Y. Hayashi, K. Misawa, K. Mori

    International Journal of Computer Assisted Radiology and Surgery     2020.6

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    Publishing type:Research paper (international conference proceedings)  

  54. Virtual cleansing by unpaired image translation of intestines for detecting obstruction Reviewed

    K. Nishio, H. Oda, T. Kitasaka, Y. Tamada, H. Amano, A. Takimoto, K. Chiba, Y. Hayashi, H. Itoh, M. Oda, A. Hinoki, H. Uchida, K. Mori

    International Journal of Computer Assisted Radiology and Surgery     2020.6

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    Publishing type:Research paper (international conference proceedings)  

  55. Blood vessel segmentation from laparoscopic video using ConvLSTM U-Net Reviewed

    S. Morimitsu, S. Yamamoto, T. Ozawa, T. Kitasaka, Y. Hayashi, M. Oda, M. Ito, N. Takeshita, K. Misawa, K. Mori

    International Journal of Computer Assisted Radiology and Surgery     2020.6

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    Publishing type:Research paper (international conference proceedings)  

  56. Clinical application of a surgical navigation system based on virtual thoracoscopy for lung cancer patients: real time visualization of area of lung cancer before induction therapy and optimal resection line for obtaining a safe surgical margin during surgery Reviewed Open Access

    Shota Nakamura, Yuichiro Hayashi, Koji Kawaguchi, Takayuki Fukui, Shuhei Hakiri, Naoki Ozeki, Shunsuke Mori, Masaki Goto, Kensaku Mori, Kohei Yokoi

    Journal of Thoracic Disease     2020.3

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    Publishing type:Research paper (scientific journal)  

    DOI: 10.21037/jtd.2019.12.108

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  57. 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     2020.2

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

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

    Proc. SPIE     2020.2

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    Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1117/12.2551022

  59. 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

    Proc. SPIE     2020.2

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    Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1117/12.2549949

  60. 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

    Proc. SPIE     2020.2

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