Introduction to Human Motion Generation Models
January 2026
30 min read
Human Motion, Generative Models, SMPL, AI/ML
Use arrow keys or click to navigate slides. Press 'F' or Fullscreen icon for best experience.
What You'll Learn
- •What is Human Motion Modeling?
- •Understanding SMPL Skeletons
- •Datasets & Motion Representations
- •Current Models & Approaches
- •AMASS vs HumanML3D Datasets
- •Data Representations: 263 vs 277 dimensions
Key Concepts Covered
Skinned Multi-Person Linear model - a realistic 3D human body model.
A large-scale 3D human motion-language dataset.
Archive of Motion Capture as Surface Shapes.
Resources
Slide Overview
- Introduction to Motion Modeling
- Parametric Body Models (SMPL)
- Datasets & Representations
- Current Approaches