Robotics
Multi-robot SLAM on edge devices
Two Jetson Orin robots with depth cameras map a space together. A shared server merges both maps into one and tracks where each robot is relative to the other.
ORB-SLAM3Jetson OrinRealSense L515ZeroMQDocker
Details
- Split pipeline: tracking on each robot, map building on the server
- Map merging with duplicate map point removal
- Live inter-robot distance and color-coded maps per robot
Neural rendering
Animatable 3D humans from video
Building 3D human avatars that can be posed and re-rendered, using SMPL body models and NeRF-style rendering.
NeuMan4DHumansSMPLPyTorch3D
Details
- Replacing NeuMan's body estimator with 4DHumans (HMR 2.0)
- Evaluated with PSNR, SSIM, and LPIPS on six benchmark sequences
Embedded systems
Solar-powered LoRa mesh sensing
A low-power sensor network: small STM32 nodes report over LoRa to a Jetson base station that uploads data over LTE.
STM32LoRaLTEJetson
Outreach
Live object detection for high schoolers
A hands-on demo on a Jetson Orin where students point a camera at anything, type what to look for, and watch the model find it.
YOLO-WorldJetson OrinOpenCV