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Full-Perception Robotic Surgery Environment with Anti-Occlusion Global-Local Joint Positioning
Hongpeng Wang1,2,3, Tianzuo Liu1,2, Jianren Chen1,2
1College of Artificial Intelligence, Nankai University, Tianiin 300353, China.
Sensors (Basel, Switzerland)
|October 28, 2023
Summary
This study introduces a fully perception robotic surgery environment with a joint positioning framework to overcome occlusion challenges. The novel approach improves positioning accuracy in dynamic human-robot cooperation scenarios.
Area of Science:
- Robotics
- Surgical Technology
- Computer Vision
Background:
- Robotic surgery involves complex human-robot cooperation with dynamic movement.
- Mutual occlusion between individuals, robots, and devices is a significant challenge.
- Traditional methods lack scene integrity and have restricted workspaces.
Purpose of the Study:
- To propose a fully perception robotic surgery environment.
- To develop a global-local joint positioning framework.
- To enhance positioning accuracy in dynamic occlusion scenarios.
Main Methods:
- A global-local joint positioning framework was developed.
- An improved Kalman filter method was utilized for enhanced positioning.
- A view margin model was employed to evaluate accuracy in dynamic occlusion.
Main Results:
- The proposed method demonstrated superior positioning results compared to classical filtering techniques.
- The system effectively addresses mutual occlusion issues in robotic surgery.
- Improved accuracy was achieved in dynamic and occluded environments.
Conclusions:
- The fully perception robotic surgery environment and joint positioning framework offer a robust solution.
- The improved Kalman filter and view margin model contribute to enhanced accuracy and evaluation.
- This work advances the safety and efficiency of human-robot collaboration in surgery.
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