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Performance evaluation of consumer-grade 3D sensors for static 6DOF pose estimation systems

Jeremy A. Marvel, Marek Franaszek, Jessica L. Wilson, Tao Hong

Year
2012
Citations
2

Abstract

Low-cost 3D depth and range sensors are steadily becoming more widely available and affordable, and thus popular for robotics enthusiasts. As basic research tools, however, their accuracy and performance are relatively unknown. In this paper, we describe a framework for performance evaluation and measurement error analysis for 6 degrees of freedom pose estimation systems using traceable ground truth instruments. Characterizing sensor drift and variance, and quantifying range, spatial and angular accuracy, our framework focuses on artifact surface fitting and static pose analysis, reporting testing and environmental conditions in compliance with the upcoming ASTM E57.02 standard.

Keywords

Ground truthComputer scienceArtifact (error)PoseRoboticsArtificial intelligenceRange (aeronautics)Variance (accounting)Computer visionRobot

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