How Human Motion Capture Becomes Unitree G1 Robot Data (Object Manipulation Explained)

Humanoid robots learn to move from human motion. But turning that motion into usable

robot data — especially for object manipulation — takes a full production pipeline.

At Apple Arts Studios, we capture real human motion (full body, fingers, object

interaction), clean it, and retarget it onto humanoid platforms like the Unitree G1. We verify

object manipulation carefully, because that's where most motion data breaks when it

reaches a robot.

We deliver in the formats AI teams use — SOMA BVH, NPZ, retargeted skeletons, and

metadata JSON — and most of our work is custom, built around a specific robot and task

list.

Try our free 5-hour sample on Hugging Face:

https://huggingface.co/datasets/Appleartsstudios/Motion_Dataset

Read the full version with the video:https://www.appleartsstudios.com/post/human-motion-capture-data-humanoid-robots

Apple Arts Studios — from human motion to humanoid robots.

How Humanoid Robots Learn to Move: Human Motion Capture Data Explained

Humanoid robots are everywhere in the news, but one question rarely gets answered: how

do they actually learn to move?

The answer, in most cases, is human motion capture data

Before a robot can walk, balance, or handle objects, it learns from demonstrations ofhumans doing exactly those things.

Real human movement is captured, cleaned, and

converted into training data that teaches the robot through methods like imitation learning.

At Apple Arts Studios, this is what we produce. We capture real human motion — full body,

hands and fingers, object interaction, and multiple people at once — using optical motion

capture, then deliver it in formats robotics and AI teams can train on: BVH, FBX, CSV, NPZ, Unitree G1, custom skeletons, and full metadata.

Most of our work is custom. Every robot and every training goal is different, so we design

and capture datasets around a customer's specific tasks and platform, and deliver them

through our own production pipeline and tools.

If you'd like to evaluate the quality, we've published a free 5-hour sample dataset on

Hugging Face: https://huggingface.co/datasets/Appleartsstudios/Motion_Dataset

Read the full version on our site: https://www.appleartsstudios.com/post/human-motion-capture-data-humanoid-robots

Apple Arts Studios — the human motion behind humanoid robots.