多重線形スパースモデリング法による多元医用データの解析

• Project Area: Multidisciplinary computational anatomy and its application to highly intelligent diagnosis and therapy
• Project/Area Number: 15H01130
• Research Category: Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)
• Allocation Type: Single-year Grants
• Review Section: Science and Engineering
• Research Institution: Ritsumeikan University
• Principal Investigator: 陳 延偉 立命館大学, 情報理工学部, 教授 (60236841)
• Project Period (FY): 2015-04-01 – 2017-03-31
• Project Status: Completed (Fiscal Year 2016)
• Budget Amount: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000); Fiscal Year 2016: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000); Fiscal Year 2015: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
• Keywords: スパースモデリング / 多重線型代数 / テンソル / 特徴抽出 / 多元医用データ / 超解像技術 / 医用画像検索 / 多位相CT / 医用画像 / スパースコーディング / 多重線形解析 / 超解像 / 多重線形代数

Outline of Annual Research Achievements

本研究では、多元医用データを一つのテンソルとして取り扱い、Tensor Sparse Coding法を基盤とする多重線形スパースモデリング（MSM: Multilinear Sparse Modeling）による多元医用データ解析の体系化を目的とする。平成２８年度の研究実績が概要を以下に示す。
１多重線形代数の枠組で以下の２つの手法（MOPMとK-CPD）を開発し、多元データを一つのテンソルとして取り扱える多重線形スパースモデリング法の理論を開発した。
2．スパースモデリング（スパース表現）と多重線形スパースモデリングを用いた医用類似画像検索技術を開発した。本研究は、中国浙江大学付属病院及び浙江大学計算機学院との国際共同研究である。5種類の肝臓腫瘍（FNH, HCC, Cyst, HEM, METS）のmulti-phaseCTデータベースを構築した。 スパースモデリング等を用いて画像の時空間特徴を抽出し、類似画像検索による診断（識別）実験を行った。識別精度は約70％前後であった。本成果は、国際学術誌International Journal of Biomedical Imaging、 国際学会ICPR2016、 CARS2016、IFMIA2017などで発表した。
３．同じ患者から撮影されたCT画像（低解像度画像）とMicro CT画像（高解像度画像）を学習ペアとし、Micro CT画像をガイド（事例）としたCT画像の高解像度化フレームワークを提案した。元のCT画像と比較してよりMicro CT画像に近い高周波成分が推定された。
本成果は、2017年5月に開催される電子情報通信学会医用画像研究会にて発表する予定である。なお、本研究は企画班の佐藤先生のグループとの共同研究である。

Research Progress Status

28年度が最終年度であるため、記入しない。

Strategy for Future Research Activity

28年度が最終年度であるため、記入しない。

Research Products

• [Int'l Joint Research] 浙江大学附属病院/浙江大学計算機学院(中国)
• [Int'l Joint Research] 浙江大学(中国)
• [Journal Article] Sparse codebook model of local structures for retrieval of focal liver lesions using multi-phase medical images (2017)
  • Author(s): Jian Wang, Xian-Hua Han, Yingying Xu, Lanfen Lin, Hongjie Hu, Yen-Wei Chen
  • Journal Title: International Journal of Biomedical Imaging Volume: 2017 Pages: 1-2
  • DOI: 10.1155/2017/1413297
  • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] HEp-2 Staining Pattern Recognition Using Stacked Fisher Network for Encoding Weber Local Descriptor (2017)
  • Author(s): Xian-Hua Han and Yen-Wei Chen
  • Journal Title: Pattern Recognition Volume: 63 Pages: 542-550
  • DOI: 10.1016/j.patcog.2016.09.025
  • Peer Reviewed / Open Access / Acknowledgement Compliant
• [Journal Article] Integration of spatial and orientation contexts in local ternary patterns for HEp-2 cell classification (2016)
  • Author(s): Xian-Hua Han, Yen-Wei Chen, Gang Xu
  • Journal Title: Pattern Recognition Letters Volume: 印刷中 Pages: 23-27
  • DOI: 10.1016/j.patrec.2016.02.004
  • Peer Reviewed / Open Access / Acknowledgement Compliant
• [Journal Article] Improved segmentation of low-contrast lesions using sigmoid edge model (2016)
  • Author(s): A.H. Foruzan and Y.-W. Chen
  • Journal Title: Int. J. CARS Volume: 11 Issue: 7 Pages: 1267-1283
  • DOI: 10.1007/s11548-015-1323-x
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Simultaneous Segmentation of Multiple Organs Using Random Walks (2016)
  • Author(s): Chunhua Dong, Yen-Wei Chen, Lanfen Lin, Hongjie Hu, Chongwu Jin, Huajun Yu, Tomoko Tateyama, Xian-hua Han
  • Journal Title: Journal of Information Processing Society of Japan Volume: Vol.24, No.2 Pages: 320-329
  • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] Quantitative Assessment of Facial Paralysis Based on Spatiotemporal Features (2016)
  • Author(s): Truc Hung Ngo, Yen-Wei Chen, Naoki Matsushiro and Masataka Seo
  • Journal Title: IEICE Trans. on Information and Systems Volume: Vol.E99-D, No.1 Pages: 187-196
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] High-Order Statistics of Weber Local Descriptors for Image Representation (2015)
  • Author(s): Xian-Hua Han, Yen-Wei Chen, Gang Xu
  • Journal Title: IEEE T. Cybernetics Volume: Vol. 45 Pages: 1180-1193
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Segmentation of liver and spleen based on computational anatomy models (2015)
  • Author(s): Chunhua Dong, Yen-Wei Chen, Amir Hossein Foruzan, Lanfen Lin, Xian-Hua Han, Tomoko Tateyama, Xing Wu, Gang Xu, Huiyan Jiang
  • Journal Title: Computers in Biology and Medicine Volume: 67 Pages: 146-160
  • DOI: 10.1016/j.compbiomed.2015.10.007
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Non-rigid image registration with anatomical structure constraint for assessing locoregional therapy of hepatocellular carcinoma (2015)
  • Author(s): Chunhua Dong, Yen-Wei Chen, Toshihito Seki, Ryosuke Inoguchi, Chen-Lun Lin, Xian-Hua Han
  • Journal Title: Computerized Medical Imaging and Graphics Volume: 45 Pages: 75-83
  • DOI: 10.1016/j.compmedimag.2015.08.003
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] スパース表現と自己相似性を用いた三次元医用画像の超解像処理 (2015)
  • Author(s): 岩本裕太郎，韓先花，椎野顕彦，陳延偉
  • Journal Title: 電子情報通信学会論文誌 D Volume: Vol.J98-D Pages: 1312-1324
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Interactive Segmentation and Visualization System for Medical Images on Mobile Devices (2015)
  • Author(s): Titinunt Kitrungrotsakul, Chunhua Dong, Tomoko Tateyama, Xian-Hua Han, Yen-Wei Chen
  • Journal Title: J. Adv. Simulat. Sci Eng. Volume: Vol.2, No.1 Pages: 96-107
  • Peer Reviewed / Acknowledgement Compliant
• [Presentation] Computational Anatomy: Towards Automatic Understating of Human Anatomy (2017)
  • Author(s): Yen-Wei Chen
  • Organizer: 2nd International Conference on Devices for Integrated Circuit (DevIC)
  • Place of Presentation: Kolkata（India）
  • Year and Date: 2017-03-24
  • Int'l Joint Research / Invited
• [Presentation] Robust hepatic vessel segmentation using multi deep convolution networks (2017)
  • Author(s): Titinunt Kitrungrotsakul, Xian-Hua Han, Yutaro Iwamoto, Wei Xiong, Lanfen Lin and Yen-Wei Chen
  • Organizer: Proc. of SPIE Medical Imaging
  • Place of Presentation: Florida（USA）
  • Year and Date: 2017-02-14
  • Int'l Joint Research
• [Presentation] A Tensor Codebook-Model for Multiphase Medical Image Retrieval (2017)
  • Author(s): Jian Wang, Xianhua Han, Yingying Xu, Lanfen Lin, Hongjie Hu, Chongwu Jin, and Yen-Wei Chen
  • Organizer: International Forum on Medical Imaging in Asia (IFMIA) 2017
  • Place of Presentation: 天府那覇（沖縄県・那覇市）
  • Year and Date: 2017-01-20
  • Int'l Joint Research
• [Presentation] Bag of Temporal Co-occurrence Words for Retrieval of Focal Liver Lesions Using 3D Multiphase Contrast-enhanced CT Images (2016)
  • Author(s): Yingying Xu, Lanfen Lin, Hongjie Hu, Dan Wang, Yitao Liu, Jian Wang, Xianhua Han and Yen-Wei Chen
  • Organizer: 23rd International Conference on Pattern Recognition (ICPR2016)
  • Place of Presentation: Cancun（Mexico）
  • Year and Date: 2016-12-06
  • Int'l Joint Research
• [Presentation] Quantitative Analysis of Facial Paralysis Based on Limited-Orientation Modified Circular Gabor Filters (2016)
  • Author(s): Truc Hung Ngo, Yen-Wei Chen, Masataka Seo, and Naoki Matsushiro
  • Organizer: 23rd International Conference on Pattern Recognition (ICPR2016)
  • Place of Presentation: Cancun（Mexico）
  • Year and Date: 2016-12-05
  • Int'l Joint Research
• [Presentation] Convolutional Neural Networkを用いたラクナ梗塞初期候補検出精度の向上 (2016)
  • Author(s): 砂川奈緒子，轟佳大，椎野顯彦，岩本祐太郎，陳延偉
  • Organizer: 平成28年度電気関係学会関西連合大会
  • Place of Presentation: 大阪府立大学（大阪府・堺市）
  • Year and Date: 2016-11-22
• [Presentation] 深層学習を用いた肝臓腫瘍候補の検出 (2016)
  • Author(s): 轟佳大，TitinuntKitrungrotsakul，岩本祐太郎，韓先花，陳延偉
  • Organizer: 平成28年度電気関係学会関西連合大会
  • Place of Presentation: 大阪府立大学（大阪府・堺市）
  • Year and Date: 2016-11-22
• [Presentation] Super-resolution of 3D MR images and its application to brain segmentation (2016)
  • Author(s): Yutaro Iwamoto, Xian-Hua Han, Akihiko Shiino, Yen-Wei Chen
  • Organizer: The 2016 9th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI 2016)
  • Place of Presentation: Daton（China）
  • Year and Date: 2016-10-15
  • Int'l Joint Research
• [Presentation] Automatic Feature Point Detection Using Deep Convolutional Neural Networks for Quantitative Assessment of Facial Paralysis (2016)
  • Author(s): Hiroki Yoshihara, Masataka Seo, Truc Hung Ngo, Naoki Matsushiro, Yen-Wei Chen
  • Organizer: The 2016 9th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI 2016)
  • Place of Presentation: Daton（China）
  • Year and Date: 2016-10-15
  • Int'l Joint Research
• [Presentation] A Retrieval System for 3D Multi-Phase Contrast-Enhanced CT Images of Focal Liver Lisions Based on Combined Bags of Visual Words and Texture Words (2016)
  • Author(s): Yingying Xu, Lanfen Lin, Hongjie Hu, Dan Wang, Yitao Liu, Jian Wang, Xianhua Han, Yen-Wei Chen
  • Organizer: The 2016 9th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI 2016)
  • Place of Presentation: Daton（China）
  • Year and Date: 2016-10-15
  • Int'l Joint Research
• [Presentation] Remote and Collaborative Medical Image Visualization Computing Platform (2016)
  • Author(s): Zhuofu Deng, Zhiliang Zhu, Yen-Wei Chen
  • Organizer: The 2016 9th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI 2016)
  • Place of Presentation: Daton（China）
  • Year and Date: 2016-10-15
  • Int'l Joint Research
• [Presentation] Quantitative analysis of facial paralysis based on three-dimensional features (2016)
  • Author(s): Truc Hung Ngo, Yen-Wei Chen, Masataka Seo, Naoki Matsushiro and Wei Xiong
  • Organizer: The 23rd IEEE International Conference on Image Processing (ICIP2016)
  • Place of Presentation: Phoenix（USA）
  • Year and Date: 2016-09-25
  • Int'l Joint Research
• [Presentation] Robust Blood Vessel of Liver Extraction Using Deep Convolution Network (2016)
  • Author(s): Titinunt Kitrungrotsakul, Xian-Hua Han, Yutaro Iwamoto and Yen-Wei Chen
  • Organizer: 電子情報通信学会医用画像研究会（MI）
  • Place of Presentation: 東京農工大学（東京都・小金井市）
  • Year and Date: 2016-09-16
• [Presentation] A preliminary study on tensor codebook model for multiphase medical image retrieval (2016)
  • Author(s): Jian Wang, Xian-Hua Han, Yingying Xu, Lanfen Lin, Hongjie Hu, Chongwu Jin and Yen-Wei Chen
  • Organizer: 電子情報通信学会医用画像研究会（MI）
  • Place of Presentation: 東京農工大学（東京都・小金井市）
  • Year and Date: 2016-09-16
• [Presentation] 三次元脳MR画像の超解像処理とセグメンテーションへの応用 (2016)
  • Author(s): 岩本祐太郎,韓先花, 椎野顯彦, 陳延偉
  • Organizer: 第19回画像の認識・理解シンポジウム（MIRU2016）
  • Place of Presentation: アクトシティ浜松（静岡県・浜松市）
  • Year and Date: 2016-08-04
• [Presentation] A preliminary study on multilinear sparse coding for medical image retrieval (2016)
  • Author(s): Jian Wang, Xian-Hua Han, Yingying Xu, Lanfen Lin, Hongjie Hu, Chongwu Jin and Yen-Wei Chen
  • Organizer: 第19回画像の認識・理解シンポジウム（MIRU2016）
  • Place of Presentation: アクトシティ浜松（静岡県・浜松市）
  • Year and Date: 2016-08-03
• [Presentation] Super-Resolution for 3D Anisotropic Low-resolution MR Images Using Multilayer Convolutional Neural Networks (2016)
  • Author(s): Qiaochu Zhao, Yutaro Iwamoto, Xian-Hua Han, Yen-Wei Chen
  • Organizer: 第19回画像の認識・理解シンポジウム（MIRU2016）
  • Place of Presentation: アクトシティ浜松（静岡県・浜松市）
  • Year and Date: 2016-08-03
• [Presentation] パッチベースランダムウォークによる中耳・側頭骨含気腔のセグメンテーション (2016)
  • Author(s): 李迎博, 西村洋, 松代直樹, 北村貴裕, 董春華, 岩本祐太郎, 姜慧研, 陳延偉
  • Organizer: 第19回画像の認識・理解シンポジウム（MIRU2016）
  • Place of Presentation: アクトシティ浜松（静岡県・浜松市）
  • Year and Date: 2016-08-03
• [Presentation] Extraction of Liver Vessel using Graph Cut based Submodular on 3D data (2016)
  • Author(s): Titinunt Kitrungrotsakul, Xian-Hua Han and Yen-Wei Chen
  • Organizer: 第35回日本医用画像工学会大会
  • Place of Presentation: 千葉大学（千葉県・千葉市）
  • Year and Date: 2016-07-23
• [Presentation] PLS回帰を用いたステージ予測を含む肝硬変症支援診断 (2016)
  • Author(s): 健山智子，上谷芽衣，古川顕，金崎周造，陳延偉
  • Organizer: 第35回日本医用画像工学会大会
  • Place of Presentation: 千葉大学（千葉県・千葉市）
  • Year and Date: 2016-07-23
• [Presentation] BoVWとBoTWを用いた肝腫瘍CT画像の検索 (2016)
  • Author(s): Yingying XU，Lanfen LIN，Hongjie HU，Dan WANG，Yitao LIU，Jian WANG，Xianhua HAN，Yen-Wei CHEN
  • Organizer: 第35回日本医用画像工学会大会
  • Place of Presentation: 千葉大学（千葉県・千葉市）
  • Year and Date: 2016-07-22
• [Presentation] Improving soft tissue segmentation in CT volumes using a sigmoid-based active shape model (2016)
  • Author(s): Mina Esfandiarkhani, Amir Hossein Foruzan, Yen-Wei Chen
  • Organizer: Int. J. CARS
  • Place of Presentation: Heidelberg（Germany）
  • Year and Date: 2016-06-24
  • Int'l Joint Research
• [Presentation] Patch-based codebook model for focal liver lesions retrieval of multiphase medical volumes (2016)
  • Author(s): Jian Wang, Xianhua Han, Yingying Xu, Lanfen Lin, Hongjie Hu, Chongwu Jin, Yen-Wei Chen
  • Organizer: Int. J. CARS
  • Place of Presentation: Heidelberg（Germany）
  • Year and Date: 2016-06-23
  • Int'l Joint Research
• [Presentation] A Touchless Visualization System for Medical Volumes Based on Kinect Gesture Recognition (2016)
  • Author(s): Ryoma Fujii, Tomoko Tateyama, Titinunt Kitrungrotsakul, Satoshi Tanaka, Yen-Wei Chen
  • Organizer: Innovation in Medicine and Healthcare 2016
  • Place of Presentation: Tenerif（Spain）
  • Year and Date: 2016-06-16
  • Int'l Joint Research
• [Presentation] Bayesian Model for Liver Tumor Enhancement (2016)
  • Author(s): Yu Konno, Xian-Hua Han, Lanfen Lin, HongjieHu, Yitao Liu, Wenchao Zhu, Yen-Wei Chen
  • Organizer: Innovation in Medicine and Healthcare 2016
  • Place of Presentation: Tenerif（Spain）
  • Year and Date: 2016-06-16
  • Int'l Joint Research
• [Presentation] A Comparison of Two Approaches for Multi-Volume Super Resolution in MRI (2016)
  • Author(s): Yutaro Iwamoto, Xian-Hua Han, Akihiko Shiino and Yen-Wei Chen
  • Organizer: Proc. of The Korea-Japan joint workshop on Frontiers of Computer Vision (FCV)
  • Place of Presentation: Hida Hotel Plaza (Takayama, Gifu, Japan)
  • Year and Date: 2016-02-18
  • Int'l Joint Research
• [Presentation] Content-based retrieval of focal liver lesions using sparse representation of multiphase contrast-enhanced CT images (2016)
  • Author(s): Jian Wang, Xian-Hua Han, Yingying Xu, Lanfen Lin, Hongjie Hu, Chongwu Jin and Yen-Wei Chen
  • Organizer: 電子情報通信学会医用画像研究会
  • Place of Presentation: ぶんかテンブス館（沖縄県那覇市）
  • Year and Date: 2016-01-19
• [Presentation] A Robust Registration Method using Huber ICP and Low Rank and Sparse Decomposition (2015)
  • Author(s): Qiaochu Zhao, Xian-Hua Han, Yan-Wei Chen
  • Organizer: Asia-Pacific Signal and Information Processing Association annual summit and conference (APSIPA ASC2015)
  • Place of Presentation: Hongkong, Chaina
  • Year and Date: 2015-12-17
  • Int'l Joint Research
• [Presentation] Kinectを用いたハンズフリー対話による三次元医用画像の可視化操作 (2015)
  • Author(s): 藤井亮馬，健山智子，田中英俊，上谷芽衣，徐睿，田中覚，陳延偉
  • Organizer: 平成２７年電気関係学会関西連合大会
  • Place of Presentation: 摂南大学 寝屋川キャンパス（大阪府寝屋川市）
  • Year and Date: 2015-11-14
• [Presentation] ブロックマッチング法を用いた小腸収縮運動の自動解析 (2015)
  • Author(s): 大槻和輝，谷口絢子，健山智子，古川顕，金崎周造，若宮誠，陳延偉
  • Organizer: 平成２７年電気関係学会関西連合大会
  • Place of Presentation: 南大学 寝屋川キャンパス（大阪府寝屋川市）
  • Year and Date: 2015-11-14
• [Presentation] Co-occurrence Context of the data-driven Quantized Local Ternary Patterns for Visual Recognition (2015)
  • Author(s): Xian-Hua Han, Yen-Wei Chen and Gang Xu
  • Organizer: 3rd Asian Conference on Pattern Recognition (ACPR2015)
  • Place of Presentation: Kuala Lumpur, Malaysia
  • Year and Date: 2015-11-06
  • Int'l Joint Research
• [Presentation] Discriminant Statistical Analysis of Local Facial Geometrical Regions (2015)
  • Author(s): Misae Nakatsu, Xian-Hua Han, Ryosuke Kimura and Yen-Wei Chen
  • Organizer: 3rd Asian Conference on Pattern Recognition (ACPR2015)
  • Place of Presentation: Kuala Lumpur, Malaysia
  • Year and Date: 2015-11-05
  • Int'l Joint Research
• [Presentation] Nuclear Detection in 4D Microscope Images of Developing Embryo Using Enhanced Probability Map of Top-ranked Intensity-ordered Descriptors (2015)
  • Author(s): Xian-Hua Han, Yukako Tohsato, Koji Kyoda, Shuichi Onami, Ikuko Nishikawa and Yen-Wei Chen
  • Organizer: 3rd Asian Conference on Pattern Recognition (ACPR2015)
  • Place of Presentation: Kuala Lumpur, Malaysia
  • Year and Date: 2015-11-05
  • Int'l Joint Research
• [Presentation] Two-Step Learning Based Super Resolution and Its Application to 3D Medical Volumes (2015)
  • Author(s): Yuto Kondo, Xian-Hua Han, and Yen-Wei Chen
  • Organizer: 2015 IEEE 4th Global Conference on Consumer Electronics
  • Place of Presentation: The Osaka International Convention Center (Osaka, Japan)
  • Year and Date: 2015-10-29
  • Int'l Joint Research
• [Presentation] HEp-2 Staining Pattern Recognition Using Stacked Fisher Network for Encoding Weber Local Descriptor (2015)
  • Author(s): Xian-Hua Han, Yen-Wei Chen, and Gang Xu
  • Organizer: 6th International Workshop on Machine Learning in Medical Imaging (MLMI 2015)
  • Place of Presentation: Munich, Germany
  • Year and Date: 2015-10-05
  • Int'l Joint Research
• [Presentation] Combined Density, Texture and Shape Features of Multi-Phase Contrast-Enhanced CT Images for CBIR of Focal Liver Lesions: A Preliminary Study (2015)
  • Author(s): Yingying Xu, Lanfen Lin, Hongjie Hu, Huajun Yu, Chongwu Jin, Jian Wang, Xianhua Han, Yen-Wei Chen
  • Organizer: Innovation in Medicine and Healthcare 2015
  • Place of Presentation: Ritsumeikan University Suzaku Campus (Kyoto, Japan )
  • Year and Date: 2015-09-12
  • Int'l Joint Research
• [Presentation] 3D Reconstruction of Facial Expression for Evaluation of Facial Paralysis (2015)
  • Author(s): Truc Hung NGO，MatsatakaSEO，Naoki MATSUSHIRO, Yen Wei CHEN
  • Organizer: 第20回日本顔学会大会（フォーラム顔学2015）
  • Place of Presentation: 中京大学 名古屋キャンパス（愛知県名古屋市）
  • Year and Date: 2015-09-12
• [Presentation] Coccurrence Statistics of Local Ternary Patterns for HEp-2 Cell Classification (2015)
  • Author(s): Xian-Hua Han, Yen-Wei Chen, Gang Xu
  • Organizer: Innovation in Medicine and Healthcare 2015
  • Place of Presentation: Ritsumeikan University Suzaku Campus (Kyoto, Japan )
  • Year and Date: 2015-09-11
  • Int'l Joint Research
• [Presentation] SLIC superpixel法を用いた腸管領域抽出による小腸収縮運動の自動計測と解析 (2015)
  • Author(s): 健山智子, 谷口絢子，古川顕，金崎周造，若宮誠，陳延偉
  • Organizer: 第34回日本医用画像工学会大会(The 34th JAMIT Annual Meeting (JAMIT 2015))
  • Place of Presentation: 金沢歌劇座（石川県金沢市）
  • Year and Date: 2015-07-31
• [Presentation] Kinectを用いたハンズフリー対話による三次元医用画像可視化システムの開発 (2015)
  • Author(s): 藤井亮馬, 健山智子,田中英俊，上谷芽衣，徐睿, 田中覚，陳延偉
  • Organizer: 電子情報通信学会 医用画像研究会
  • Place of Presentation: 函館市勤労者総合福祉センター（北海道函館市）
  • Year and Date: 2015-07-15
• [Book] Innovation in Medicine and Healthcare 2016 (2016)
  • Author(s): Yen-Wei Chen, Satoshi Tanaka, Robert I. Howlett and Lakhmi C. Jain (Eds)
  • Total Pages: 347
  • Publisher: Springer
• [Book] Innovation in Medicine and Healthcare 2015 (2015)
  • Author(s): Yen-Wei Chen, Carlos Toro, Satoshi Tanaka, Robert I. Howlett and Lakhmi C. Jain (Eds)
  • Total Pages: 593
  • Publisher: Springer （http://www.springer.com/us/book/9783319230238）