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Analysis of Precision and Stability of Hand Tracking with Leap Motion Sensor

Aleš Vysocký, Stefan Grushko, Petr Oščádal, Tomáš Kot, Ján Babjak, Rudolf Jánoš, Marek Sukop, Zdenko Bobovský

2020Sensors41 citationsDOIOpen Access PDF

Abstract

In this analysis, we present results from measurements performed to determine the stability of a hand tracking system and the accuracy of the detected palm and finger's position. Measurements were performed for the evaluation of the sensor for an application in an industrial robot-assisted assembly scenario. Human-robot interaction is a relevant topic in collaborative robotics. Intuitive and straightforward control tools for robot navigation and program flow control are essential for effective utilisation in production scenarios without unnecessary slowdowns caused by the operator. For the hand tracking and gesture-based control, it is necessary to know the sensor's accuracy. For gesture recognition with a moving target, the sensor must provide stable tracking results. This paper evaluates the sensor's real-world performance by measuring the localisation deviations of the hand being tracked as it moves in the workspace.

Topics & Concepts

WorkspaceArtificial intelligenceTracking (education)RoboticsComputer visionComputer scienceRobotStability (learning theory)GestureGesture recognitionTracking systemPosition (finance)SimulationControl engineeringEngineeringKalman filterMachine learningEconomicsPsychologyFinancePedagogyRobot Manipulation and LearningHand Gesture Recognition SystemsTeleoperation and Haptic Systems
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