Absolute Coordinates Make Motion Generation Easy
Zichong Meng, Zeyu Han, Xiaogang Peng, Yiming Xie, Huaizu Jiang
2025-05-28
Summary
This paper talks about how using absolute joint coordinates, which means tracking the exact position of each body part in space, makes it much easier for AI to create realistic and accurate human motions from text descriptions.
What's the problem?
The problem is that when AI tries to generate human movements from written instructions, it often struggles to make the motion look natural and match what the text is describing, especially when dealing with complex or large-scale movements.
What's the solution?
To fix this, the researchers used absolute coordinates for each joint in the body, instead of just tracking how joints move relative to each other. This approach, combined with a simple Transformer model, helps the AI create motions that are more realistic, better match the text, and can be used in bigger projects.
Why it matters?
This is important because it means AI can be used more effectively in animation, gaming, virtual reality, and robotics, making characters move in ways that look real and follow instructions more closely.
Abstract
Absolute joint coordinates in global space improve motion fidelity, text alignment, and scalability for text-to-motion generation, supporting downstream tasks with a simple Transformer backbone.