HUANG Xuhua's homepage

Xuhua Huang

I am an Applied Research Scientist at Meta Reality Labs, where I focus on Computer Vision application in AR/VR.

I was a graduate student at Robotics Institute of Carnegie Mellon University, supervised by Prof. Kris Kitani and Prof. Deva Ramanan. I received my Bachelor's degree from Hong Kong University of Science and Technology (First Class Honors), where I worked with Prof. Chi Keung Tang, Prof. Qifeng Chen and Prof. Yu-Wing Tai. Previously, I interned on 3D Face Reconstruction at Meta Reality Labs, on image enhancement at SenseTime and on network pruning at Tencent YouTu Lab. My interests include image / video perception, 3D vision and computational photography.

Email / CV / Google Scholar / Linkedin

Publications
(* indicates equal contribution)

	Ego4D: Around the World in 3,000 Hours of Egocentric Video Ego4D Team (authors list here) CVPR, 2022 (Oral, Best Paper Finalist) project page / arXiv / code Area: Egocentric Video Analysis
	A Categorized Reflection Removal Dataset with Diverse Real-world Scenes Chenyang Lei, Xuhua Huang, Chenyang Qi, Yankun Zhao, Wenxiu Sun, Qiong Yan, Qifeng Chen CVPR Workshop, 2022 project page / arXiv / code Area: Computational Photography, Physics-based Vision
	EgoAugment: CMU-KLAB Submission to EPIC-Kitchens 2021 Challenge Xuhua Huang, Ye Yuan, Xingyu Liu, Qichen Fu, Kris M. Kitani CVPR Workshop, 2021 report / challenge report / challenge page Area: Egocentric Video Analysis
	Fast Video Object Segmentation with Temporal Aggregation Network and Dynamic Template Matching Xuhua Huang, Jiarui Xu, Yu-Wing Tai, Chi Keung Tang CVPR, 2020 project page / arXiv Area: Segmentation, Motion and Tracking
	Polarized Reflection Removal with Perfect Alignment in the Wild Chenyang Lei, Xuhua Huang, Mengdi Zhang, Qiong Yan, Wenxiu Sun, Qifeng Chen CVPR, 2020 project page / arXiv / code Area: Computational Photography, Physics-based Vision, Deep Learning

Research & Work Experiences

	Meta Platforms, Inc. Applied Research Scientist in Menlo Park, CA Aug 2022 - Present \| Team: Meta Reality Labs May 2021 - Aug 2021 \| Team: Meta Reality Labs (R&D intern) Topic: 3D Reconstruction, AR/VR Tech
	Argo AI Research Collaborator in Pittsburgh, PA Aug 2021 - May 2022 \| Advisor: Prof. Deva Ramanan (A paper is in submission) Topic: Lidar Panoptic Segmentation, Autonomous Driving
	SenseTime Group Limited Research Intern in Hong Kong Feb 2020 - Dec 2020 \| Advisor: Dr. Qiong Yan Mar 2019 - Nov 2019 \| Advisor: Prof. Qifeng Chen Topic: Image Auto Cropping, Reflection Removal, Low-level Vision
	Palo Alto Networks SWE Intern in Mountain View, CA Sep 2018 - Jun 2019 \| Advisor: Dr. May Wang and Ran Xia Topic: Big Data Analytics, Cloud Development
	Tencent YouTu Lab Research Intern in Shenzhen May 2018 - Aug 2018 \| Advisor: Prof. Yu-Wing Tai Topic: Object Detection, Network Pruning
	Microsoft Corporation SWE Intern in Hong Kong May 2017 - Aug 2017 Topic: Artificial Intelligence, SQL Database, Azure Development
	HKUST Robotics Institute Research Assistant in Hong Kong Dec 2016 - Sep 2017 \| Advisor: Prof. Kam Tim Woo Topic: Intelligent Car Design and Development

Professional Activities

Reviewer: The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR)
Reviewer: The International Conference on Computer Vision (ICCV)
Reviewer: The European Conference on Computer Vision (ECCV)
Reviewer: The IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
Reviewer: IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
Reviewer: IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
Reviewer: IEEE Transactions on Image Processing (TIP)
Reviewer: IEEE Transactions on Multimedia (TMM)
Reviewer: IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
Reviewer: Signal Processing (Elsevier)
Reviewer: Neural Networks (Elsevier)
Reviewer: IEEE Signal Processing Letters
Reviewer: IEEE Transactions on Big Data