Chen Gao

Ph.D. student | chengao@vt.edu

ABOUT ME

I am a second-year Ph.D. student in the Electrical and Computer Engineering department at Virginia Tech, working with Prof. Jia-Bin Huang. I'm interested in human-object interaction detection, image/video manipulation and optimization.

Prior to that I was a master student at University of Michigan, working with Dr. Brian Moore, under the supervision of Prof. Raj Rao Nadakuditi. Going back even further, I was an undergraduate student at Oregon State University, working with Prof. Raviv Raich.

In 2019 summer, I was lucky to be a research intern at Facebook Seattle, under the guidance of Dr. Johannes Kopf.





Please find my CV here (last updated on Dec. 2019).

NEWS
[Activity]
I am looking for a 2020 summer research intern position.
[Activity]
I will be an official reviewer for CVPR 2020.
[Activity]
Thanks NeuraIPS for awarding me with a NeuraIPS 2019 travel grant.
[Paper]
Our paper on action debaising, is accepted to NeurIPS2019. See you at Vancouver, Canada.
[Activity]
I will be an official reviewer for WACV 2019.
[Activity]
I will be an official reviewer for BMVC 2019.
[Intern]
I will be a research intern at Facebook Seattle this summer, under the guidance of Dr. Johannes Kopf.
[Paper]
Our paper on foreground-background separation, is accepted to IEEE TCI.
[Code]
The code of our GlobalSIP2017 paper is released! Check the Project page for details.
[Code]
The code of our BMVC2018 paper is released! Check the Project page for details.
[Paper]
Our paper on HOI detection, is accepted to BMVC 2018. See you at Newcastle, UK.


PUBLICATION


Why Can't I Dance in the Mall? Learning to Mitigate Scene Bias in Action Recognition
Jinwoo Choi, Chen Gao, Joseph Messou, Jia-Bin Huang
Proceedings of Neural Information Processing Systems (NeurIPS), 2019
[Paper (PDF)]    [Project page]    [Code]




iCAN: Instance-Centric Attention Network for Human-Object Interaction Detection
Chen Gao, Yuliang Zou, Jia-Bin Huang
Proceedings of The British Machine Vision Conference (BMVC), 2018
[Paper (PDF)]    [Project page]    [Code]    [Poster]



Panoramic Robust PCA for Foreground-Background Separation on Noisy, Free-Motion Camera Video
Chen Gao*, Brian E. Moore*, Raj Rao Nadakuditi
IEEE Transactions on Computational Imaging (TCI), 2019
[Paper (PDF)]    [Project page]    [Code]





Augmented Robust PCA For Foreground-Background Separation on Noisy, Moving Camera Video
Chen Gao, Brian E. Moore, Raj Rao Nadakuditi
Proceedings of IEEE Global Conference on Signal and Information Processing (GlobalSIP), 2017 (Oral Presentation)
[Paper (PDF)]    [Project page]    [Code]    [Slides(video demo)]



EDUCATION


Virginia Tech
Doctor of Philosophy

University of Michigan
Master of Science

Oregon State University
Bachelor of Science



INDUSTRY


Facebook Research
Research Intern
Summer 2019



PROJECT

Human-Object Interactions Detection
We tackle the challenging task of detecting human-object interactions (HOI). Our core idea is that the appearance of a person or an object instance contains informative cues on which relevant parts of an image to attend to for facilitating interaction prediction. To exploit these cues, we propose an instance-centric attention module that learns to dynamically highlight regions in an image conditioned on the appearance of each instance. Such an attention-based network allows us to selectively aggregate features relevant for recognizing HOIs.

Detecting Migrating Birds at Night
A vision-based system for detecting migrating birds in flight at night, which takes stereo videos of the night sky as inputs, detects multiple flying birds and estimates their orientations, speeds, and altitudes.

Foreground-Background Separation and Denoising on Noisy, Moving Camera Video
A robust PCA algorithm with total variation regularization for foreground-background separation and denoising on noisy, moving camera video. Our proposed algorithm registers the raw – possibly corrupted – frames of a video and then jointly processes the registered frames to produce a decomposition of the scene into a low-rank component that captures the static components of the scene, a smooth foreground component that captures the dynamic components of the scene, and a sparse component that can isolate corruptions and other non-idealities.



COURSES

Virginia Tech
STAT5444 - Bayesian Statistics
CS6804 - Graph Machine Learning

University of Michigan
EECS442 - Computer Vision
EECS501 - Probability and Random Processes
EECS551 - Matrix Methods
EECS542 - Advanced Topics in Computer Vision
EECS545 - Machine Learning
EECS587 - Parallel Computing
EECS592 - Advanced Artificial Intelligence
EECS598 - Random Matrix Theory



TEACHING
Teaching Assistant
ECE 5554 / ECE 4554 (Computer Vision), Fall 2018 [Link]    [Tutorial]
Teaching Assistant
ECE 5424 / CS 5824 (Advanced Machine Learning), Spring 2019 [Link] [Lecture on Neural Network]


MISC

Road Trip
I enjoy road trip as it's a great way to experience local customs. The spectacular landscape along the way reminds me how great our Creator is. One of my dream is to visit all the 59 national parks in the USA. I have visited 20 national parks already and am looking forward to my next journey. Here is a list of the national parks I've visited

Arches - Utah
Bryce Canyon - Utah
Canyonlands - Utah
Capitol Reef - Utah
Crater Lake - Oregon
Everglades - Florida
Grand Canyon - Arizona
Grand Teton - Wyoming
Great Sand Dunes - Colorado
Joshua Tree - California
Kings Canyon - California
Mesa Verde - Colorado
Mount Rainier - Washington
North Cascades - Washington
Olympic - Washington
Sequoia - California
Shenandoah - Virginia
Yellowstone - Wyoming, Montana, Idaho
Yosemite - California
Zion - Utah

Painting
I spent 6 years learning figure sketch, traditional Chinese painting and Gongbi, specialized in Bird-and-flower painting. Through painting I find inner peace.

Big fan of Rubik's Cube
4x4x4
5x5x5

Tennis lover
#tennislover

Games
I'll call the following games Masterpiece, because they change my perspective somehow.

AIR - VisualArt's
Life is Strange - Dontnod Entertainment
Portal - Valve
To the moon - Freebird Games

The Mighty
Humble yourselves, therefore, under the mighty hand of God so that at the proper time he may exalt you, casting all your anxieties on him, because he cares for you.                                                                       1 Peter 5: 6-7



Links

CONTACT

Email
chengao@vt.edu
chengao@umich.edu

SOCIAL LINKS

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