Publications

Symbol * or ^ represents equal contribution or advising.

2024

  1. odtformer.gif
    ODTFormer: Efficient Obstacle Detection and Tracking with Stereo Cameras Based on Transformer
    Tianye Ding*Hongyu Li*, and Huaizu Jiang
    Under Review
    We propose ODTFormer, a Transformer-based model to address both obstacle detection and tracking problems
  2. hypertaxel.gif
    HyperTaxel: Hyper-Resolution for Taxel-Based Tactile Signal Through Contrastive Learning
    Under Review
    This work was done at my second internship at HRI.
  3. snn.gif
    StereoNavNet: Learning to Navigate using Stereo Cameras with Auxiliary Occupancy Voxels
    Hongyu LiTaskin Padir, and Huaizu Jiang
    Under Review
    We propose StereoNavNet, leveraging 3D voxel occupancy grids from stereo images to predict navigation actions
  4. RA-L
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    E(2)-Equivariant Graph Planning for Navigation
    IEEE Robotics and Automation Letters, 2024
    To be presented at IROS 2024 in Abu Dhabi, UAE :camel:.
    We study E(2) Euclidean equivariance in navigation on geometric graphs and develop message passing network to solve it.

2023

  1. thesis-animation.gif
    Toward Efficient Stereo-based Obstacle Detection Using Deep Neural Network
    Hongyu Li
    Northeastern University, 2023
  2. RA-L
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    ViHOPE: Visuotactile In-Hand Object 6D Pose Estimation with Shape Completion
    Hongyu LiSnehal DikhaleSoshi Iba, and Nawid Jamali
    IEEE Robotics and Automation Letters, 2023
    To be presented at ICRA 2024 in Yokohama, Japan :jp:.
    Presented at NeurIPS 2023 Workshop on Touch Processing in New Orleans, LA :us:.
  3. ICRA
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    StereoVoxelNet: Real-Time Obstacle Detection Based on Occupancy Voxels from a Stereo Camera Using Deep Neural Networks
    In IEEE International Conference on Robotics and Automation (ICRA), 2023
    Presented at IROS 2022 Agile Robotics Workshop in Kyoto, Japan :jp:.

2022

  1. IROS
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    Deep Reinforcement Learning based Robot Navigation in Dynamic Environments using Occupancy Values of Motion Primitives
    Neset Unver AkmandorHongyu LiGary Lvov, Eric Dusel, and Taskin Padir
    In IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2022