Hung-Jui (Joe) Huang

I am a 3rd-year Ph.D. student at CMU RI, co-advised by Prof. Michael Kaess and Prof. Wenzhen Yuan. I am generally interested in robotics, computer vision, and machine learning. My research is about superhuman tactile sensing, including actively estimating physical properties and creating high-resolution 3D reconstructions.

I received my B.Sc. in EECS at MIT. During my undergrad, I worked with Prof. Gregory Stein and Prof. Nicholas Roy. After B.Sc., I worked at ISEE for two years with Dr. Chris Baker and Prof. Ying Nian Wu. In the past, I have worked on robot navigation and self-driving trucks.

Email  /  CV (Feb. 24)  /  Scholar  /  Github

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CMU

CMU
Ph.D. in RI
Aug. 21 - Present

ISEE

ISEE
Research Engineer
Aug. 19 - May 21

NVIDIA

Nvidia
Intern
Jun. 18 - Aug. 18

MIT

MIT
B.Sc. in EECS
Sep. 14 - Jun. 19

Publications

NormalFlow: Fast, Robust, and Accurate Contact-based Object 6DoF Pose Tracking with Vision-based Tactile Sensors
Hung-Jui Huang, Michael Kaess, Wenzhen Yuan
RA-L, 2024  
project page / paper / code / dataset / bibtex

Real-time, robust, and accurate tactile-based tracking for novel objects, including low-textured ones like ping pong balls and eggs. Useful for manipulation, in-hand manipulation, and 3D reconstruction tasks.

FusionSense: Bridging Common Sense, Vision, and Touch for Robust Sparse-View Reconstruction
Irving Fang*, Kairui Shi*, Xujin He*, Siqi Tan, Yifan Wang, Hanwen Zhao, Hung-Jui Huang, Wenzhen Yuan Chen Feng, Jing Zhang,
ICRA, 2025 (In Submission)
project page / paper / code / bibtex

Robot reconstructing visually and geometrically accurate surroundings with sparse visual and tactile data.

An Intelligent Robotic System for Perceptive Pancake Batter Stirring and Precise Pouring
Xinyuan Luo*, Shengmiao Jin*, Hung-Jui Huang, Wenzhen Yuan
[IROS Best Entertainment and Amusement Papers Finalists]
IROS, 2024
project page / video / paper / bibtex

Our pancake preparation robot integrates advanced sensory and control algorithms to mix batter with precise uniformity, estimate its properties, and pour it into specified shapes.

Kitchen Artist: Precise Control of Liquid Dispensing for Gourmet Plating
Hung-Jui Huang, Jingyi Xiang, Wenzhen Yuan
ICRA, 2024  
project page / video / paper / bibtex

Our sauce plating robot can precisely control the thickness of squeezed liquids on a surface, even when dealing with unseen liquids.

Estimating Properties of Solid Particles Inside Container Using Touch Sensing
Xiaofeng Guo, Hung-Jui Huang, Wenzhen Yuan
IROS, 2023  
paper / project page / bibtex

Estimating solid particle properties (e.g., size and shape) inside a container using tactile and force-torque sensing.

Understanding Dynamic Tactile Sensing for Liquid Property Estimation
Hung-Jui Huang, Xiaofeng Guo, Wenzhen Yuan
RSS, 2022  
video / project page / paper / bibtex

High-precision liquid viscosity and volume estimation using only tactile sensing. Our approach can even estimate sugar concentration within water based on slight viscosity variations.

Planning on a (Risk) Budget: Safe Non-Conservative Planning in Probabilistic Dynamic Environments
Hung-Jui Huang, Kai-Chi Huang, Michal Čáp, Yibiao Zhao, Ying Nian Wu, Chris L. Baker
ICRA, 2021  
video / paper / bibtex

A planning algorithm with guaranteed bounds on the probability of safety violation, which nonetheless achieve non-conservative performance. Tested on a self-driving truck in a real-world environment.

Omnidirectional CNN for Visual Place Recognition and Navigation
Tsun-Hsuan Wang*, Hung-Jui Huang*, Juan-Ting Lin, Chan-Wei Hu, Kuo-Hao Zeng, Min Sun
(* indicates equal contribution)
ICRA, 2018  
project page / video / code / paper / bibtex

O-CNN compares omnidirectional visual images to a database of images to determine the robot's location and helps navigation.

Teaching

I served as a teaching assistant for the following courses.

CMU 16-720 Computer Vision (Spring 2024)

MIT 6.141 Robotics: Science and Systems (Fall 2018)

Miscellanea

My chinese name is 黃泓睿 and it pronouced like "Huang-Hung-Ray". 😀
Outside of research, I read philosophy, meditate, and play video games.


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