Lilly Tech Systems
AI Motion Capture
Master AI-powered motion capture using just a webcam. Learn MediaPipe, MoveNet, body tracking techniques, and how to transfer captured motion data to 3D characters for animation and real-time applications.
Course Lessons
Follow the lessons in order or jump to any topic you need.
1. Introduction
Overview of AI motion capture technology, its advantages over traditional mocap systems, and the current landscape of tools and frameworks.
2. MediaPipe
Deep dive into Google MediaPipe for pose estimation, hand tracking, and holistic body tracking with practical code examples.
3. MoveNet
Learn TensorFlow's MoveNet model for ultra-fast pose detection, comparing Lightning and Thunder variants for different use cases.
4. Body Tracking
Advanced body tracking techniques including multi-person tracking, depth estimation, and handling occlusion scenarios.
5. Animation Transfer
Transfer captured motion data to 3D characters using retargeting, BVH export, and integration with Blender, Unity, and Unreal.
6. Best Practices
Production best practices for AI mocap including noise reduction, data cleanup, performance optimization, and quality assurance.