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Functionhx/README.md

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About Me

I am an undergraduate Robotics Engineering student at Beijing Institute of Technology, working at the intersection of robotics, autonomous driving, embodied AI, 3D scene representation, and AI systems engineering.

I enjoy turning research prototypes into real systems—from perception, state estimation, and navigation to inference deployment, communication architecture, testing, and fault recovery. Beyond getting a demo to run, I care about reliability, reproducibility, and graceful recovery when things go wrong.

  • Currently building — 3DGS visual localization, instance navigation, and editable road-scene generation
  • Exploring — ROS 2, Nav2, Habitat, VLA/VLN, world models, and AI agents
  • Engineering — reliable real-robot systems, AI inference deployment, autonomous-driving infrastructure, and open-source software
  • Let's talk about — embodied AI, 3D scene intelligence, robotics middleware, AI infrastructure, and research automation
  • Highlights — 20 merged upstream PRs; Kaggle Bronze Medal (solo, top 9.9%)

Featured Projects

Stars

A batch-wise extension of Point-LIO featuring within-window motion undistortion, batched EKF updates, and parallel computation for high-bandwidth LiDAR-inertial odometry.

C++ LiDAR-Inertial Odometry EKF ROS

Stars

A 3D annotation and AI-assisted pre-labeling platform for Formula Student Driverless point clouds, with quality gates, OpenPCDet export, and a TensorRT inference backend.

3D Vision TensorRT Vue FastAPI

Stars

An end-to-end mobile manipulation system integrating base navigation, object detection, 3D grasp-point generation, and arm control—from environmental perception to autonomous grasping.

Mobile Manipulation ROS YOLO Grasping

Stars

MuJoCo simulation and control experiments for RoboMaster manipulator tasks, exploring visual pose estimation, forward and inverse kinematics, and autonomous grasping.

MuJoCo Robotics Kinematics Simulation

Research notes on 3DGS, world models, and editable 3D scenes for instance navigation, visual localization, and autonomous-driving scene generation.

3DGS World Models Visual Localization Embodied AI

A collection of Unitree G1/Go2, RoboMaster, and Formula Student Driverless projects spanning perception, state estimation, navigation, communication, inference deployment, and hardware integration.

ROS 2 Nav2 Autonomous Systems Real Robots


Open-Source Contributions

Contributed 20 merged pull requests across AI infrastructure, robotics middleware, developer tooling, and scientific computing projects.

Project Pull Request Focus
Hugging Face TRL #6348 DPO / KTO file handling
OpenRLHF #1261 Qwen3.5 and ZeRO-3 compatibility
vLLM #48153 Mistral Large 3 weight loading
NVIDIA CCCL #9785 Compiler compatibility
CycloneDDS #2425 Signal-mask handling
ROS 2 CLI #1257 interface show --no-comments
ros2_control #3454 update_rate boundary handling
OpenCV #29487 Calibration documentation
View all 20 merged PRs
  1. huggingface/trl #6348
  2. OpenRLHF/OpenRLHF #1261
  3. vllm-project/vllm #48153
  4. opencv/opencv #29487
  5. NVIDIA/cccl #9785
  6. ccxt/ccxt #29192
  7. rust-lang/cargo #17203
  8. rsheftel/pandas_market_calendars #469
  9. Unclecheng-li/poc-lab #20
  10. eclipse-cyclonedds/cyclonedds #2425
  11. duckdb/duckdb #23773
  12. Farama-Foundation/Gymnasium #1618
  13. eclipse-iceoryx/iceoryx2 #1818
  14. Unclecheng-li/poc-lab #21
  15. vyperlang/vyper #5185
  16. ros2/ros2cli #1257
  17. ros-controls/ros2_control #3454
  18. nautechsystems/nautilus_trader #4443
  19. Velocidex/velociraptor #4921
  20. biomejs/biome #10915

Technologies & Tools

C++ Python Linux CMake

ROS 2 Nav2 CycloneDDS Docker

PyTorch ONNX TensorRT OpenCV

Open3D 3DGS Habitat MuJoCo


GitHub Stats

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If you are exploring robotics, embodied AI, 3D scene representation, or reliable AI systems, let's connect

GitHub Website Email

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  1. BITFSD-Annotator BITFSD-Annotator Public

    An industrial-grade 3D point cloud annotator tailored for Formula Student Driverless (FSD/FSAC). | BITFSD (北理工) 开源的无人方程式点云标注平台。专为赛道场景打造,解决远距离稀疏点云痛点。支持锥桶局部质心智能吸附、三视图精准微调,一键无缝导出 OpenPCDet 训练数据集。

    Vue

  2. Diff-MPC Diff-MPC Public

    A PyTorch-powered Differentiable MPC solver that unifiedly handles system identification and optimal trajectory planning via backpropagation.

    Python 2