Experiences

Senior Data Scientist, Inventec Inc., Taiwan, 2021/08 - 

Postdoc, Security and Systems Lab, National Yang Ming Chiao Tung University, 2021/04 - 2021/08

• Federated learning

• Point cloud compression

Research Assistant, Networking and Multimedia Systems Lab, National Tsing Hua University, 2021/03 - 2021/04

• Introducing CNN and RL models to address the configuration optimization porblem in 6dof scenario

Postdoc, Computer Network and Machine Learning Lab, University of California, Davis , 2020/03 - 2021/03

• Propose a method to evaluate the performance of publicly available real-time communication systems

• Dedicate to adopt the reinforcement learning model to the real-time communication system to adjust the transmission rate for maintaining user experience under dynamic bandwidth conditions

Research Assistant, Networking and Multimedia Systems Lab, National Tsing Hua University, 2020/01 - 2020/03

• Propose a reinforcement model to select critical views for view synthesis to reduce the transmission rate and synthesizing time

• Propose a benchmark to evaluate the performance of point cloud compression algorithms

Research Assistant, DIRL (MMNET) Lab, Academia Sinica, 2014/02 - 2019/12

• Propose a real-time gaze correction system based on a convolutional neural network to solve the missing eye contact problem to improve the engagement of the live video communication

• Propose a method to evaluate the performance of the screencast technologies and identify few curial open problems for future design

• Design a framework to evaluate the efficiency and consistency of quality assessment methods

• Analyze the relationship between the human perception and the settings of foveated images

Research Assistant, IPCV-ITS Lab, National Taiwan Normal University, 2011/09 - 2013/12

• Reconstruct 3D information of the aerial image to eliminate the blind spots surrounding a car to improve safety

• Improve the efficiency of salient object detection based on applying the branch-and-bound algorithm to speed up the sliding window search

2024/03/06, National Formosa University Seminar, A brief Introduction of Generative AI

2022, 2023, National Taiwan University, Trustworthy AI (Lecture co-instructor)

2023/03/23, GTC2023, Utilizing Data with Low Privacy Concerns in Smart Manufacturing (slides)

2022/04/22, National Taiwan University Seminar, Improving existing Systems with Machine Learning Approaches: Challenges and Opportunities

2021/11/26, National Formosa University Seminar, Video Transmission Systems Meet Machine Learning

2021/07/13-27, National Taiwan Normal Univresity, 資訊科技第二專長學分班人工智慧課程

2021/06/02, National Taiwan Normal University Seminar, Video Transmission Systems Meet Machine Learning [pdf]

2020/11/26, 清華大學資工所 IoT-webinar, Real-time Communication: Opportunities and Challenges

2019/10/22, 2019/10/29, 2019/11/05, 成大巨資中心, 機器學習實務 (1)(2)(3)

2019/09/03, 清華大學資工所, Toward User Immersed Multimedia Applications: Studies on Gaze Correction in Live Video Communication

2018/11/12, 台灣大學資工所 Seminar, Look at Me! Correcting Eye Gaze in Live Video Communication

2018/07/17, 清華大學資工所, Flx-gaze: A Real-time Gaze Redirection System based on Warping-based CNN Model

2018/03/24, 逢甲大學資工所, 走馬看花的深度學習地城之旅 

2017/11/09, 台灣人工智慧年會, 當人臉遇到機器學習 [pdf]