Biography

I am a first-year Ph.D. student at Cornell University. I obtained my B.S. degree in Computer Science from Shanghai Jiao Tong University, advised by Prof. Cewu Lu. I have also spent great times at Berkeley DeepDrive, working with Prof. Trevor Darrell and Dr. Fisher Yu.

My research interests lie in Computer Vision, Machine Learning, and their intersections in Robotics.

Education

Aug. 2019 - Present

Ph.D. in Computer Science,  Cornell University

Sep. 2015 - Jul. 2019

B.S. in Computer Science,  Shanghai Jiao Tong University

GPA: 93.71/100,   Ranking: 1/142.

Jul. 2018 - Dec. 2018

Visiting Researcher in Prof. Trevor Darrell’s group,  Berkeley Artificial Intelligence Research

Publications

splash

Semantic Predictive Control for Interpretable and Efficient Policy Learning

Xinlei Pan*, Xiangyu Chen*, Qizhi Cai, John Canny, Fisher Yu

ICRA 2019 [paper] [code]

splash

TendencyRL: Multi-stage discriminative hints for efficient goal-oriented reverse curriculum learning

Chen Wang*, Junfeng Ding*, Xiangyu Chen, Zelin Ye, Jialu Wang, Ziruo Cai, Shixiang Gu, Cewu Lu

IROS 2019 [paper]

Transferable Active Grasping and Real Embodied Dataset

Xiangyu Chen*, Zelin Ye*, Jiankai Sun, Yuda Fan, Fang Hu, Chenxi Wang, Cewu Lu

ICRA 2020

Train in Germany, Test in The USA: Making 3D Object Detectors Generalize

Yan Wang*, Xiangyu Chen*, Yurong You, Li Erran Li, Bharath Hariharan, Mark Campbell, Kilian Weinberger, Wei-Lun Chao

CVPR 2020

Selected Projects

PyTORCS for Autonomous Driving Research

Implemented semantic segmentation for TORCS (The Open Racing Car Simulator) and constructed a Python interface as an OpenAI Gym environment for deep reinforcement learning and autonomous driving research.

Sentiment Analysis with Deep Learning

Constructed a large sentiment analysis dataset with 48k labeled reviews and trained a deep neural network that parallelly leverages recurrent and convolutional architectures, which achieves 87.47% prediction accuracy on our dataset.

Android Shock Drone

Built a real Rainbox Six Siege shock drone with live video streaming provided by a monocular camera mounted on it, and a supporting Android App implemeted with plenty of control mechanisms — joystick, gesture, voice, etc.

Honors & Awards

Outstanding Winner & Vilfredo Pareto Award,
Interdisciplinary Contest In Modeling
2018
National Scholarship (Top 0.2% Nationwide)
2016, 2017, 2018
Yitu Technology Scholarship
2017

Teaching

Graduate Teaching Assistant

CS2110: OOP and Data Structures

Aug 2019 - Present | Cornell University

Undergraduate Teaching Assistant

CS358: Data Structure

Sep - Dec 2016 | Shanghai Jiao Tong University

Services

  • Reviewer of International Conference on Robotics and Automation (ICRA) 2019
  • Reviewer of Robotics: Science and Systems (RSS) 2019
  • Reviewer of CVPR 2019 Workshop on Autonomous Driving
  • Reviewer of International Conference on Robotics and Automation (ICRA) 2020
  • Reviewer of Robotics: Science and Systems (RSS) 2020