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A Survey and Technology Trends of 3D Features for Object Recognition

机译:用于对象识别的3D特征的调查和技术趋势

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摘要

Recently, various kinks of three-dimensional (3D) imaging devices such as laser range finder or time-of-flight sensor become popular, so a lot of practical algorithms for recognizing 3D objects using "point cloud data" have been proposed. In this paper, we will introduce typical object recognition approaches and survey various kinds of 3D features proposed by many researchers. As for some important techniques, their principle and characteristics are explained in detail. Also we will mention about the local reference frame that is very important factor to realize stable feature description and accurate pose estimation in practical use.
机译:近来,诸如激光测距仪或飞行时间传感器之类的各种三维(3D)成像设备变得流行,因此提出了许多用于使用“点云数据”识别3D对象的实用算法。在本文中,我们将介绍典型的对象识别方法,并调查许多研究人员提出的各种3D特征。对于一些重要的技术,将详细说明其原理和特性。我们还将提到局部参考系,这对于在实际使用中实现稳定的特征描述和准确的姿势估计非常重要。

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