Projects
Display-Panel Defect Detection
Using Multi-task YOLOv4 — Published in Automation 2020
Ball-Grid-Array Chip Defect Classification
Patch-based Modified YOLOv3 — Published in TAAI 2019
High-speed Optical Inspection System
Modified RetinaNet for Cut Countersink Defects
Visual-Guided Robot Arm
Multi-Task Faster R-CNN — Published in TAAI 2019
Subsolid Nodule Detection in CT Images
Using Modified YOLOv4 — 2021 Master’s Thesis
3D Interactive Segmentation for Lung Nodules
Labelling in CT Scans — Master’s Thesis (2022)
Hand-drawn Path Clustering
Deep Clustering Method for Repair Tasks
Automatic Repair Assignment
AI Method for Display Panel Defect Allocation
Education
Ph.D. in Computer Science
National Cheng Kung University (NCKU) – Tainan, Taiwan
Department of Computer Science and Information Engineering
Supervisors: Prof. Jenn-Jier James Lien.
Relevant Coursework:
- Deep Learning
- Parallel Computing
- Smart Sensing and Mobile Computing
Research Focus:
- Deep Learning & Machine Learning
- Object Detection, Segmentation & Tracking
- Visual-Guided Robot Arm Control & Automation
- Medical Image Analysis
- Automatic Optical Inspection (AOI)
- Embedded Computer Vision
- Clustering & Task Assignment with Deep Learning
M.Sc. in Computer Science
National Cheng Kung University (NCKU) –📍Tainan, Taiwan – 📅 2017 – 2019
Department of Computer Science and Information Engineering
Supervisors: Prof. Jenn-Jier James Lien.
Thesis: “Ball-Grid-Array (BGA) Chip Defect Detection and Classification Using Patch-based Modified YOLOv3”
GPA: 3.74 / 4.00
B.Eng. in Electronic Engineering
The University of Da Nang – University of Science and Technology (DUT) -📍Da Nang, Vietnam – 📅 2011 – 2016
Faculty of Electronics and Telecommunication Engineering
Capstone Project: “Information Analysis and Communication in Automatic Vehicles via CAN BUS Protocol“
Skills
Academic Research
Fastly Comprehanced Scientific Papers. Experiment, Write and public journals.
Certificates
Basic
- Machine Learning [Link]
- Crash Course on Python [Link]
- Data Science with Python [Link]
- Ultimate Python Bootcamp For Data Science & Machine Learning [Link]
- Introduction to Analytics [Link]
- First Principal of Computer Vision Specialization [Link]
- The Complete GANs Bootcamp: Theory and Applications [Link]
IBM Data Engineering
Scholarship
- NCKU Distinguished International Student Scholarship for Doctoral Degree.
- Veritas et Conscientia Scholarship (VCS) for Doctoral Degree (12,500 $US/ year). 2020-2021
- E.SUN Bank Scholarship for Outstanding ASEAN Master’s Student (3,500 $US). October 2018
- NCKU Distinguished International Student Scholarship for Master’s Degree. 2017-2019
- Awarded the Best Presentation Prize in the TI MCU Design Contest. 2015
- Attended the Texas Instrument Microcontroller (TI MCU) Design Contest. 2014, 2015