Profile 03 00@2x 0f8539d7f013fd11030f4f7a7b97caf8c2dc5732bc61cba71764f3365c568794

余孟勳 (Kobe Yu)

12 years experience in software development including compiler, run-time library and computer vision. In the last 4 years, I was mainly responsible for codegen for NPU/Image accelerator(JIT), NPU executable file format, binutils and algorithm tuning for face detection and recognition.


I am also a PhD student at the Department of Computer Science, National Tsing Hua University, Taiwan. My supervisor is Professor Jenq-Kuen Lee. My research interests are performance optimization of deep neural networks, compiler optimization of neural network accelerator, and optimization of computer vision applications.

   

Email: [email protected]


Education


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

Skills and Tools


Skills

  • Compiler
    • Codegen for NPU/Image accelerator
    • NPU executable file format
    • Binutils
  • Software Development 
    • 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)


Tools

  • Coding, Debugging and Profiling
    • Vim
    • cmake
    • gdb
    • gprof / valgrind 
  • Programming Language
    • C/C++
    • Python
    • Shell script

Work Experience

Kneron.Compiler Engineer.2019 / 2 ~

  • Responsibilities: NPU Compiler(backend), NPU executable file format, Runtime Integration
  • Stack: C/C++, Python, Shell Script
  • Tools: git, vim, cmake

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

  • Responsibilities: Software Architecture, Algorithm fine tune for face detection/recognition
  • Stack: C/C++, Python, Flask, DLib
  • Tools: git, vim

SmartAll.Senior Software Engineer.2016 / 2 ~ 2016 / 8

MSI.Software 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

Neural Network File Format for Inference Framework.COSCUP.2020/08/02

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 Papers

  • Optimization with TVM Hybrid OP on RISC-V with P Extension, Chuan-Yue Yuan, Meng-Shiun Yu, Chao-Lin Lee, Chun-Chieh Yang, and Jenq-Kuen Lee, TVMcon 2021, Seattle, Dec. 15-17, 2021
  • Support NNEF Execution Model for NNAPI, Yuan-Ming Chang, Chia-Yu Sung,Yu-Chien Sheu, Meng-Shiun Yu, Min-Yih Hsu, and Jenq-Kuen Lee, Journal of Supercomputing, 77, 10065-10096, Springer, 2021.
  • NNBlocks: A Blockly Framework for AI Computing, Tai-Liang Chen, Yi-Ru Chen, Meng-Shiun Yu, and Jenq-Kuen Lee, Journal of Supercomputing, 77, 8622-8652, Springer, 2021
  • 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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