Machine Heart
Machine Heart
Apr 6, 2026 · Artificial Intelligence

How HumDex Overcomes Humanoid Robot Data Bottlenecks with Low‑Cost Full‑Body Dexterous Control

HumDex combines wireless inertial motion capture, a learning‑based hand‑redirection network, and a two‑stage pre‑training/fine‑tuning pipeline to deliver portable, high‑precision teleoperation for humanoid robots, cutting data‑collection time by 26% and raising remote‑operation success to 91.7% while enabling zero‑shot generalization across unseen objects and scenes.

data collectionhumanoid robotinertial motion capture
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How HumDex Overcomes Humanoid Robot Data Bottlenecks with Low‑Cost Full‑Body Dexterous Control
ShiZhen AI
ShiZhen AI
Feb 27, 2025 · Artificial Intelligence

Step‑by‑Step Guide: Build Your Own Lerobot SO‑ARM100 Robotic Arm from Scratch

This article walks you through the entire process of assembling a low‑cost Lerobot SO‑ARM100 6‑DOF robotic arm, configuring its Feetech servos, calibrating motion, adding dual cameras for teleoperation, collecting a dataset, and training a reinforcement‑learning policy locally or on cloud GPUs, with detailed troubleshooting tips and code examples.

LerobotPythonSO-ARM100
0 likes · 16 min read
Step‑by‑Step Guide: Build Your Own Lerobot SO‑ARM100 Robotic Arm from Scratch