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.

LinkedIn / X / Github / Google Scholar

news

May 22, 2025 🥇 MAC-VO won the ICRA 2025 Best Conference Paper Award and Best Paper Award on Robot Perception .
May 19, 2025 🖥️ MAC-VO is selected as ICRA 2025 Best Paper Finalist. Join our talk with live demo [1] [2] on May 20 Atlanta!
Jul 06, 2024 📝 Prior to today, many papers were accepted, while more were rejected.

Selected Publications (show all 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
    ICRA Best Paper , 2025
  2. AirIO.gif
    AirIO: Learning Inertial Odometry with Enhanced IMU Feature Observability
    Yuheng Qiu, Can Xu, Yutian Chen, Shibo Zhao, Junyi Geng, and Sebastian Scherer
    IEEE RA-L, 2025
  3. 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
  4. AirDOS.gif
    AirDOS: Dynamic SLAM benefits from articulated objects
    Yuheng Qiu, Chen Wang, Wenshan Wang, Mina Henein, and Sebastian Scherer
    ICRA , 2022
  5. 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
    CVPR , 2023
  6. visual_memorability.jpg
    Visual memorability for robotic interestingness via unsupervised online learning
    Chen Wang, Wenshan Wang, Yuheng Qiu, Yafei Hu, and Sebastian Scherer
    ECCV , 2020
  7. 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
  8. lgl.jpg
    Lifelong graph learning
    Chen Wang, Yuheng Qiu, Dasong Gao, and Sebastian Scherer
    CVPR , 2022