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Real-Time Stylized Humanoid Behavior Control through Interaction and Synchronization
Zhiyan Cao1, Tianxu Bao1, Zeyu Ren1
1School of Mechatronic Engineering and Automation, Shanghai University, Shanghai 200444, China.
Sensors (Basel, Switzerland)
|February 26, 2022
Summary
This study introduces a style-based teleoperation framework for character control, enabling human-like perception and motion synchronization. The system mimics human motion styles while maintaining character balance for diverse tasks.
Area of Science:
- Robotics
- Computer Animation
- Human-Computer Interaction
Background:
- Simulating human-level perception and motion control in characters is challenging due to behavioral diversity.
- Existing methods often require extensive data or complex preprocessing.
Purpose of the Study:
- To present a novel style-based teleoperation framework for character control.
- To achieve human-like motion synchronization and style mimicking.
- To ensure character balance and robustness in real-time.
Main Methods:
- A style-based teleoperation framework integrating human perception and analysis.
- Motion optimization synthesizing high-level style features with balance strategies.
- Center-of-mass and root virtual control (CR-VC) for motion rhythm synchronization.
Main Results:
- The framework successfully mimics human motion styles and synchronizes character movement.
- Character balance is maintained throughout teleoperation.
- The system demonstrates robustness to real-time human behavior changes without inverse dynamics knowledge.
Conclusions:
- The proposed framework offers a generalized and robust solution for character motion control.
- It facilitates human-robot interaction by enabling characters to understand and perform tasks.
- This research advances the field of character animation and virtual embodiment.
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