You-Feng(Arthur) Wu
Senior Software Engineer
Artilux
ubeewu@gmail.com

CV

A techie initiator, a problem hacker and a great team player.

I am a research scientist at Artilux Inc. in Taiwan. My research goal is to achieve visual intelligence for real-world applications and study advanced topics in machine learning and computer vision.

Spotlight news

New article! - LLMs as Home Security Guard []

[Intro]

This article introduces a proactive home security framework leveraging Large Language Models (LLMs) to analyze video feeds, detect suspicious activities, and engage in real-time communication with homeowners, revolutionizing traditional surveillance systems.

Apr. 16, 2024

New article! - Removing Occlusion Errors

[Intro]

In this article, we propose a method for addressing occlusion errors in depth completion caused by stereo calibration. Our unsupervised training procedure, not relying on any ground-truth data, combines pseudo labels generation and confidence estimation to reduce the amount of error introduced into the depth map for depth completion.

Jun. 15, 2023

New article! - Exploring Sub-Actions

[Intro]

This article introduces how I designed Node Attention Module from scratch under certain conditions. Our goal is to provide a plug-and-play module to extract sub-actions upon any existing action detection approaches.

Mar. 23, 2022

Our fast gesture recognition method has been granted a patent in Taiwan.

Dec. 1, 2021

ML Application - TWS Headset with In-Air Gesturing.

[Intro]
Nov. 2020 - Mar. 2022

ML Application - ACSIS Smart Charging Cable with In-Air Gesturing

[Intro]
Nov. 2020 - Jun. 2021

ML Application - Clone Dual-Bay External Hard Drive Duplicator with In-Air Gesturing

[Intro]
Nov. 2020 - Jun. 2021

JMicron‧KaiKuTeK - Revolutionary Gesture Recognition 60GHz mmWave Radar Solution

[Intro]
2021

Experiences

Senior Software Engineer
Artilux Inc. | Hsinchu
• Research Field
    - Time-gated SPAD
    - Depth Completion
    - Neural SLAM
    - On-device AI inferencing

Mar. 2022 - Present.

Machine Learning Engineer
KaiKuTeK Inc. | Taipei
• Research Field
    - Sub-actions exploration
    - Rapid gesture recognition
    - Temporal coherency
• SDK Machine Learning Team Leader
    - Customers support, lead team members.
    - Deploy Python API to AWS cloud training platform.

Feb. 2020 - Mar. 2022

Military Service in Taiwan

Oct. 2019 - Feb. 2020

Machine Learning Research Intern
KaiKuTeK Inc. | Taipei
• Research Field
    - Long-Tailed Object Recognition
    - Few-shot Learning

Jul. 2019 - Oct. 2019

Education

M.Sc. in Electronic Engineering (4.14/4.30)
National Chung Cheng University | Chiayi


DEN: Disentangling and Exchanging Network for Depth Completion
Advisor: Ching-Chun Huang

2017 - 2019
B.Sc. in Electronic Engineering
National Kaohsiung University of Applied Sciences | Kaohsiung


Advisor: Chih-Hsiung Yang

2013 - 2017

Honors & Awards

MS THESIS AWARD HONORABLE MENTION in IPPR

You-Feng Wu, Vu-Hoang Tran, Ting-Wei Chang, Wei-Chen Chiu, Ching-Chun Huang, "DEN: Disentangling and Exchanging Network for Depth Completion", International Conference on Pattern Recognition(ICPR), Sep., 2020.
"LINK"

2020
BEST PAPER AWARD in MAPR

You-Feng Wu, Hoang Tran Vu, Ching-Chun Huang, "Semi-supervised and Multi-task Learning for On-street Parking Space Status Inference", Multimedia Analysis and Pattern Recognition (MAPR), May ., 2019.
"LINK"

2019

Patents

You-Feng Wu. 2023. General gesture detection method and general gesture detection device. Taiwan Patent I810564, filed May 14, 2022.

"LINK"

2023

You-Feng Wu. 2022. Headset apparatus with gesture recognition function. Taiwan Patent I786678, filed Jun 11, 2021.

"LINK"

2022

You-Feng Wu. 2022. Range Doppler angle sensing method and device. Taiwan Patent I756122, filed Apri 30, 2021.

"LINK"

2022

You-Feng Wu. 2020. IMPULSE-LIKE GESTURE RECOGNITION METHOD, AND IMPULSE-LIKE GESTURE RECOGNITION SYSTEM. Taiwan Patent I748778, filed Dec 1, 2022.

"LINK"

2022

You-Feng Wu. 2020. IMPULSE-LIKE GESTURE RECOGNITION METHOD, AND IMPULSE-LIKE GESTURE RECOGNITION SYSTEM. U.S. Patent 17/084,986, filed Oct 30, 2020. Patent pending.

2020

Publications

Google Scholar

2020

DEN: Disentangling and Exchanging Network for Depth Completion
You-Feng Wu, Vu-Hoang Tran, Ting-Wei Chang, Wei-Chen Chiu and Ching-Chun Huang
ICPR 2020
[1] [abs] [code]

2019

Semi-supervised and Multi-task Learning for On-street Parking Space Status Inference
You-Feng Wu, Hoang Tran Vu and Ching-Chun Huang
MAPR 2019
[2] [abs] [code]

Selected Projects

2018

Scene understanding based navigation system upon deep inference learning
Ting-Wei Lin, Shu-Hsien Huang, You-Feng Wu and Ching-Chun Huang
Feb. 2018 - Jun. 2018
[3] [abs]
Inception U-net based medical image segmentation.
You-Feng Wu and Ching-Chun Huang
Jul. 2017 - Feb. 2018
[4] [abs]

2017

The Study of Integer-/Half-Pixel Exhaustive Block Matching Algorithm for Motion Estimation.
You-Feng Wu and Jui-Chiu Chiang
Nov. 2017
[5] [abs] [code]
ORB-SLAM2 runs in real-time on an NVIDIA Jetson TX2.
You-Feng Wu and Ching-Chun Huang
Feb. 2017 - Nov. 2017
MOST-107-2622-E194-007-CC3
[6] [abs] [video]

Invited Talks

Machine Learning Course - Fine-tuning : Essential Training
Artificial intelligence and machine learning are changing the world. In this lecture, we are going to introduce: (1)Everything a marketer needs to know about machine learning, (2) How to efficiently fine-tune model.
2021

Skills

Programming Languages Python, MATLAB, C, C++, JAVA
Deep Learning Frameworks PyTorch, TensorFlow, Caffe
GUI Tools PyQt5, wxPython
Misc. Linux, vim, git, tmux, LATEX

Last updated on 2024-09-14