Feasibility Study for Computer-Aided Diagnosis System with Navigation Function of Clear Region for Real-Time Endoscopic Video Image on Customizable Embedded DSP Cores

• ODAGAWA Masayuki

  Research Institute for Nanodevice and Bio Systems, Hiroshima University Cadence Design Systems Japan

• KOIDE Tetsushi

  Research Institute for Nanodevice and Bio Systems, Hiroshima University

• TAMAKI Toru

  Department of Computer Science, Nagoya Institute of Technology

• YOSHIDA Shigeto

  Department of Gastroenterology, Medical Corporation JR Hiroshima Hospital

• MIENO Hiroshi

  Department of Gastroenterology, Medical Corporation JR Hiroshima Hospital

• TANAKA Shinji

  Department of Endoscopy and Medicine Graduate School of Biomedical and Health Science, Hiroshima University

抄録

This paper presents examination result of possibility for automatic unclear region detection in the CAD system for colorectal tumor with real time endoscopic video image. We confirmed that it is possible to realize the CAD system with navigation function of clear region which consists of unclear region detection by YOLO2 and classification by AlexNet and SVMs on customizable embedded DSP cores. Moreover, we confirmed the real time CAD system can be constructed by a low power ASIC using customizable embedded DSP cores.

収録刊行物

• IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

  IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences E105.A (1), 58-62, 2022-01-01

  一般社団法人 電子情報通信学会

キーワード

• medical image/video processing
• computer-aided diagnosis system (CAD)
• navigation function
• convolutional neural network (CNN)
• support vector machine (SVM)
• customizable embedded digital signal processor (DSP)

詳細情報

• CRID: 1390009142391544832
• NII論文ID: 130008138735
• DOI: 10.1587/transfun.2021eal2044
• ISSN: 17451337
• ISSN: 09168508
• Web Site: https://www.jstage.jst.go.jp/article/transfun/E105.A/1/E105.A_2021EAL2044/_pdf
• 本文言語コード: en
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