Yuheng Qiu

Carnegie Mellon University

yuheng2024.jpg

yuhengq@andrew.cmu.edu

RI-SQH CMU

Yuheng Qiu is a Ph.D. candidate at Carnegie Mellon University advised by Sebastian Scherer, as a part of the AirLab. I have an innate passion for advancing spatial AI to enhance robot autonomy.

One specific area I focus on is creating generalized learning-based SLAM systems. Currently, engineers need to manually tune hyperparameters when applying these systems to new platforms, datasets, or sensors. I believe data-driven methods and uncertainty modeling are key to solving this problem. I hope that one day, SLAM will be fully automated—so much so that SLAM engineers like me will become unnecessary. (And I’ll happily “fire” myself when that day comes! 😂)

I received a B.Eng. degree in Computer Science and Engineering from The Chinese University of Hong Kong, Shenzhen (CUHK-SZ) in 2019.



selected publications

  1. macvo.jpg
    MAC-VO: Metrics-aware Covariance for Learning-based Stereo Visual Odometry
    Yuheng Qiu, Yutian Chen, Zihao Zhang, Wenshan Wang, and Sebastian Scherer
    arXiv preprint arXiv:2409.09479, 2024
  2. airimu.jpg
    AirIMU: Learning Uncertainty Propagation for Inertial Odometry
    Yuheng Qiu, Chen Wang, Can Xu, Yutian Chen, Xunfei Zhou, Youjie Xia, and 1 more author
    2024
  3. ICRA
    AirDOS.gif
    AirDOS: Dynamic SLAM benefits from articulated objects
    Yuheng Qiu, Chen Wang, Wenshan Wang, Mina Henein, and Sebastian Scherer
    In ICRA , 2022
  4. CVPR
    pypose.jpg
    PyPose: A library for robot learning with physics-based optimization
    Chen Wang, Dasong Gao, Kuan Xu, Junyi Geng, Yaoyu Hu, Yuheng Qiu, and 5 more authors
    In CVPR , 2023
  5. ECCV
    visual_memorability.jpg
    Visual memorability for robotic interestingness via unsupervised online learning
    Chen Wang, Wenshan Wang, Yuheng Qiu, Yafei Hu, and Sebastian Scherer
    2020
  6. T-RO
    interestingness.png
    Unsupervised online learning for robotic interestingness with visual memory
    Chen Wang, Yuheng Qiu, Wenshan Wang, Yafei Hu, Seungchan Kim, and Sebastian Scherer
    IEEE Transactions on Robotics, 2021
  7. CVPR
    lgl.jpg
    Lifelong graph learning
    Chen Wang, Yuheng Qiu, Dasong Gao, and Sebastian Scherer
    In CVPR , 2022