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Automated Pancreas Segmentation Using Multi-institutional Collaborative Deep Learning


Sep 28, 2020
Pochuan Wang, Chen Shen, Holger R. Roth, Dong Yang, Daguang Xu, Masahiro Oda, Kazunari Misawa, Po-Ting Chen, Kao-Lang Liu, Wei-Chih Liao, Weichung Wang, Kensaku Mori

* Accepted by MICCAI DCL Workshop 2020 

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Regression Forest-Based Atlas Localization and Direction Specific Atlas Generation for Pancreas Segmentation


May 07, 2020
Masahiro Oda, Natsuki Shimizu, Ken'ichi Karasawa, Yukitaka Nimura, Takayuki Kitasaka, Kazunari Misawa, Michitaka Fujiwara, Daniel Rueckert, Kensaku Mori

* Published in Proceedings of MICCAI 2016, LNCS 9901, pp 556-563 
* Accepted paper as a poster presentation at MICCAI 2016 (International Conference on Medical Image Computing and Computer-Assisted Intervention), Athens, Greece 

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Intelligent image synthesis to attack a segmentation CNN using adversarial learning


Sep 24, 2019
Liang Chen, Paul Bentley, Kensaku Mori, Kazunari Misawa, Michitaka Fujiwara, Daniel Rueckert


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


Jun 08, 2018
Masahiro Oda, Natsuki Shimizu, Holger R. Roth, Ken'ichi Karasawa, Takayuki Kitasaka, Kazunari Misawa, Michitaka Fujiwara, Daniel Rueckert, Kensaku Mori

* DLMIA 2017, ML-CDS 2017: Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support, pp.222-230 
* Presented in MICCAI 2017 workshop, DLMIA 2017 (Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support) 

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A multi-scale pyramid of 3D fully convolutional networks for abdominal multi-organ segmentation


Jun 06, 2018
Holger R. Roth, Chen Shen, Hirohisa Oda, Takaaki Sugino, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori

* Accepted for presentation at the 21st International Conference on Medical Image Computing and Computer Assisted Intervention - MICCAI 2018, September 16-20, Granada, Spain 

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Attention U-Net: Learning Where to Look for the Pancreas


May 20, 2018
Ozan Oktay, Jo Schlemper, Loic Le Folgoc, Matthew Lee, Mattias Heinrich, Kazunari Misawa, Kensaku Mori, Steven McDonagh, Nils Y Hammerla, Bernhard Kainz, Ben Glocker, Daniel Rueckert

* Accepted to published in MIDL'18 (Revised Version) / OpenReview link: https://openreview.net/forum?id=Skft7cijM 

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Deep learning and its application to medical image segmentation


Mar 23, 2018
Holger R. Roth, Chen Shen, Hirohisa Oda, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori

* Medical Imaging Technology, Volume 36 (2018), Issue 2, p. 63-71 
* Accepted for publication in the journal of the Japanese Society of Medical Imaging Technology (JAMIT) 

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


Mar 20, 2018
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, Elsevier, Volume 66, June 2018, Pages 90-99 
* Preprint accepted for publication in Computerized Medical Imaging and Graphics. Substantial extension of arXiv:1704.06382; Corrected references to figure numbers in this version 

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


Jan 19, 2018
Holger Roth, Masahiro Oda, Natsuki Shimizu, Hirohisa Oda, Yuichiro Hayashi, Takayuki Kitasaka, Michitaka Fujiwara, Kazunari Misawa, Kensaku Mori

* Medical Imaging 2018: Image Processing 
* Accepted for oral presentation at SPIE Medical Imaging 2018, Houston, TX, USA Updated experiment in Fig. 4 

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


Jan 18, 2018
Chen Shen, Holger R. Roth, Hirohisa Oda, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori

* presented at MI-ken, November 2017, Takamatsu, Japan (http://www.ieice.org/iss/mi/

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Employing Weak Annotations for Medical Image Analysis Problems


Aug 21, 2017
Martin Rajchl, Lisa M. Koch, Christian Ledig, Jonathan Passerat-Palmbach, Kazunari Misawa, Kensaku Mori, Daniel Rueckert


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Hierarchical 3D fully convolutional networks for multi-organ segmentation


Apr 21, 2017
Holger R. Roth, Hirohisa Oda, Yuichiro Hayashi, Masahiro Oda, Natsuki Shimizu, Michitaka Fujiwara, Kazunari Misawa, Kensaku Mori


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