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jakhon37/README.md

Jakhongir Nodirov: AI research engineer in Seongnam, South Korea. Previously at HyVision System and AIVAR. Computer vision, industrial inspection, robotics.

Website · Scholar · LinkedIn

Selected work

  • autoJetsonBot: ROS 2 mobile robot on a Jetson Nano with SLAM, Nav2 and an ESP32 motor bridge.
  • camera-only-docking: camera-only docking with LeRobot, behaviour cloning, a C++ safety gate and paired trials. Simulation results so far.
  • smolvla-edge: where SmolVLA's time goes, through ONNX and a C++17 runtime. CPU results so far.
  • attention-3d-unet: code for my Sensors 2022 brain-tumor segmentation paper.
  • quad-loco: PPO locomotion for a custom 12-DoF quadruped in MuJoCo, with ONNX export.
  • LabelMeV2: labelme fork for large industrial images, on PyPI.

GitHub stats Top languages

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  1. quad-loco quad-loco Public

    MuJoCo PPO locomotion for a custom 12-DoF quadruped. CPU training, ONNX export. GPU not required.

    Python 1

  2. camera-only-docking camera-only-docking Public

    Camera-only docking on a low-cost ROS 2 robot: teleop demos, a LeRobot dataset, a behaviour-cloning policy in ONNX, a C++ safety gate, and paired trials against a classical ArUco + lidar servo. Sim…

    Python

  3. Seamline Seamline Public

    Label images and train segmentation models in one desktop app, on your own machines. Built on mySegLib.

    Python

  4. smolvla-edge smolvla-edge Public

    Hugging Face's SmolVLA robot policy on the edge: three ONNX graphs, a C++17 runtime and TensorRT, checked against LeRobot at every stage. 3.1x faster in fp16 on a Jetson Xavier NX (1.0 s to 0.33 s …

    Python

  5. autoJetsonBot autoJetsonBot Public

    Autonomous ROS 2 Humble robot on a Jetson Xavier NX: SLAM, Nav2, EKF fusion, ESP32-S3 controller, Gazebo digital twin, web dashboard.

    Python

  6. Seamtag Seamtag Public

    Label images in LabelMe format, with labelme's tools, a brush and eraser, AI segmentation, and review of a model's proposals. For Windows, macOS and Linux.

    TypeScript