Profile 03 00@2x 0f8539d7f013fd11030f4f7a7b97caf8c2dc5732bc61cba71764f3365c568794

余孟勳 (Kobe Yu)

    I'm a Ph.D. student in Computer Science Department of Nation Tsing Hua University, Taiwan since 2017. I'm working with Prof. Jenq-Kuen Lee. My research topic is "Improving the performance of deep neural networks and computer vision from the perspective of system software".       

   

         


[email protected]

Introduction

     I have nearly nine years work experience before studying at NTHU. Most of the time is software development. In addition to technical development, I also served as a team leader. Not only lead the team to complete projects, but also assisted the company founders to planning business and technical strategies. 

     Besides working and researching, I also contribute to open source projects and communities, most of which are related to agriculture.

Education


  • Ph.D., Department of Computer Science, Nation Tsing Hua University                                           2017/9 ~ 
  • M.A., Department of Electrical Engineering, Nation Chung Cheng University                                 2006/9 ~ 2008/10
  • B.A., Department of Electrical Engineering, Nation Chin Yi University of Technology                    2004/9 ~ 2006/6

Skills and Tools


Skills

  • Software Development 
    • NPU Compiler (Kneron)
    • Khronos Open Standards
      • NNEF
      • OpenVX
    • Neural Network Inference Framework / SDK
      • clDNN
      • Android NNAPI
      • ARM Compute Library
  • Hardware Development 
    • Electronic circuit design and verify
    • Arduino(AVR/Cortex M0)
    • RPi/Thinker board




Tools

  • Coding and Debuging / IDE
    • Vim / gdb
    • XCode
    • Android Studio
  • Version Control and Bug Tracking System
    • Git
    • Github / Gitlab
    • Mantis bug tracker
  • Profiling
    • perf
    • gprof
    • valgrind

Work Experience

Kneron.Compiler Engineering.2019 / 2 ~

  • Responsibilities: NPU Compiler
  • Stack: C/C++, Python, Shell Script
  • Tools: git, vim

Fongfu.Software Engineering Manager.2016 / 9 ~ 2018 / 6

  • Responsibilities: Software Architecture, Backend Development, iOS Application, Algorithm fine tuning, Code Review, Business Development
  • Stack: Swift, Java, C/C++, Python, Flask, DLib
  • Tools: git, Android Studio, XCode, vim, Firebase

SmartAll.iOS App Engineer.2016 / 2 ~ 2016 / 8

MSI.iOS App Engineer.2013 / 11 ~ 2016 / 2

CEO(Create Electronic Optical Co., Ltd).Software Engineer.2010 /1 ~ 2013/3

  • Responsibilities: Embedded linux application, Media Player(for driver recorder), Fine Tune Image Quality(camera module), Software testing, Project planing and management.
  • Stack: C/C++, VLC, QT
  • Tools: Vim, Microsoft Visual Studio, git

Side Projects

Open Hack Farm / Agrino,2016 / 11 ~


FBTUG / Harvester bot,2017 / 3 ~ 

Talks

機器學習應用於蔬果辨識.台灣人工智慧學校 台中分校.2018/11/28 

社群與企業之開源專案合作經驗分享:以阿龜微氣候天眼通為例 .g0v summit.2018/10/6

Agrino應用於農業感測的開源專案.COSCUP.2018/8/11

那些夜裡用啤酒打造的田間感測器.COSCUP.2017/8/6

Publications

Master's Thesis

A Vision Surveillance System for Mobile Robot Using Omnidirectional and PTZ Cameras, Nation Chung Cheng University, Robot Vision Lab, 2008

Refereed Conference Papers

  • Accelerating NNEF framework on OpenCL devices using clDNN, Meng-Shiun Yu, Tai-Liang Chen and Jenq-Kuen Lee, IWOCL 2020, Germany, May 2020 (poster paper).
  • A Robot Vision System for Visual Surveillance, M. S. Yu, H. Wu, H. Y. Lin, International Journal of Innovative Computing, Information and Control, Vol. 10, No. 4, pp. 1267-1274, Aug. 2014.
  • Lane departure and front collision warning using a single camera, H. Y. Lin, L. Q. Chen, M. S. Yu, International Symposium on Intelligent Signal Processing and Communication System, pp. 64-69, Nov. 2012. 

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