2D Posture Estimation of Human Arm
Human pose estimation and automatic detection is a common task in Human-Computer Interaction but especially more capitalized in human-robot interaction inspired from biological form of human anatomy to realize a biomimetic control. In this sense, using human pose estimation it can be realized the wh...
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Published in | International Conference on Mathematics and Computers in Sciences and in Industry (Online) pp. 168 - 173 |
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Main Authors | , , |
Format | Conference Proceeding |
Language | English |
Published |
IEEE
22.08.2024
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Subjects | |
Online Access | Get full text |
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Abstract | Human pose estimation and automatic detection is a common task in Human-Computer Interaction but especially more capitalized in human-robot interaction inspired from biological form of human anatomy to realize a biomimetic control. In this sense, using human pose estimation it can be realized the whole human body posture estimation using anatomical human joints detection as inputs for specialized algorithms to calculate it based on key points obtained from a person Kinematic tree using regression, generation or part relation as models to estimate the optimal position from video or even from image. In this paper we propose a solution to estimate of 2D human arm posture of a subject using image capture as input for advanced machine learning algorithms to determine the subject joints position used to control in biomimetic manner a simulation of human like robotic arm with six degrees of freedom as a computer-aided model in Matlab-Simulink based on forward kinematics. |
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AbstractList | Human pose estimation and automatic detection is a common task in Human-Computer Interaction but especially more capitalized in human-robot interaction inspired from biological form of human anatomy to realize a biomimetic control. In this sense, using human pose estimation it can be realized the whole human body posture estimation using anatomical human joints detection as inputs for specialized algorithms to calculate it based on key points obtained from a person Kinematic tree using regression, generation or part relation as models to estimate the optimal position from video or even from image. In this paper we propose a solution to estimate of 2D human arm posture of a subject using image capture as input for advanced machine learning algorithms to determine the subject joints position used to control in biomimetic manner a simulation of human like robotic arm with six degrees of freedom as a computer-aided model in Matlab-Simulink based on forward kinematics. |
Author | Sibisanu, Remus Leba, Monica Rosca, Sebastian Daniel |
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Snippet | Human pose estimation and automatic detection is a common task in Human-Computer Interaction but especially more capitalized in human-robot interaction... |
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SubjectTerms | Arms Biological system modeling Biomimetics control Kinematics Machine learning algorithms Manipulators Mathematical models Pose estimation Regression tree analysis robot Service robots |
Title | 2D Posture Estimation of Human Arm |
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