Yu-Lun Liu
劉育綸

Email: yulunliu [at] cmlab.csie.ntu.edu.tw
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I am a Ph.D. student at Communications and Multimedia Laboratory Graphics Group in Department of Computer Science and Information Engineering, National Taiwan University. I am interested in deep learning and its applications on 3D computer vision problems.

Academia Sinica
Sep. 2017 - Present
National Taiwan University
Sep. 2017 - Present

MediaTek
Sep. 2014 - Present
National Chiao Tung University
Sep. 2008 - Jun. 2014



Affiliation

2017 - Ph.D. student at National Taiwan University
Specialization: Computer Science and Information Engineering
Supervisors: Prof. Yung-Yu Chuang and Dr. Yen-Yu Lin

2017 - Senior Multimedia Algorithm Development Engineer
Group: Intelligent Vision Processing
Unit Leader: Dr. Yu-Lin Chang and Dr. Chia-Ping Chen


Research
projects
   

Deep Video Frame Interpolation using Cyclic Frame Generation

Yu-Lun Liu , Yi-Tung Liao, Yen-Yu Lin, Yung-Yu Chuang.
AAAI 2019 Oral

[Preprint] [Supp] [Project] [Code] [Poster] [Slides]
 
   

Background modeling using depth information

Yu-Lun Liu , Hsueh-Ming Hang.
Asia-Pacific Signal and Information Processing Association, 2014 Annual Summit and Conference (APSIPA)

 
 

Virtual View Synthesis Using Backward Depth Warping Algorithm

Du-Hsiu Li, Hsueh-Ming Hang, Yu-Lun Liu .
Picture Coding Symposium (PCS), 2013



Research interests

Video Frame Interpolation

  • A deep convolutional neural network approach of video frame interpolation.
  • Enforce cycle consistency to enhance the interpolation results and reach better performance with less training data.

Stereo

  • A convolutional neural network approach of stereo matching and depth estimation.

Education
  • 2014 - M.S. degree from National Chiao Tung University
    Specialization: Electronics Engineering
    Supervisors: Prof. Hsueh-Ming Hang

  • 2012 - B.S. degree from National Chiao Tung University
    Specialization: Electronics Engineering


Experience

Working History

  • Engineer / 多媒體演算法開發工程師 (Sep. 2014 at MediaTek, Hsinchu)

Awards/
honors
  • Academic Achievement Award / 書券獎
    from Institute of Electronics, National Chiao Tung University (Nov. 2013)

  • Academic Achievement Award / 書券獎
    from Institute of Electronics, National Chiao Tung University (May. 2013)

Skills
  • Programming experiences in C/C++ , Matlab , Python , Java
  • Image processing using OpenCV and MATLAB
  • Image synthesis using OpenGL
  • IC design using Verilog and H-spice
  • App development in Android
  • Machine learning and deep neural networks development using Tensorflow
  • Academic literacy & conversation skills in English (GEPT High-Intermediate passed in Feb. 2009)


Pubilcations

International Conference Papers


Thesis

  • Yu-Lun Liu .
    Wide-Angle Virtual View Synthesis with Depth-Based Background Modeling
    Master's Thesis. June 2014. National Chiao Tung University. Adviser: Hsueh-Ming Hang.