A comparative study on model-based pose estimation of flying objects with different feature descriptors

Hui-jun Tang, Jia Wen, Cai-wen Ma, Ren-kui Zhou
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Abstract

Methods for pose estimation of flying objects are introduced. Among them is the model-based optical method. We focus on the feature description aspect in model-based method. Feature descriptors of chain codes, moments, Fourier descriptors are used for 2D silhouette or region description. Common issues and techniques, particularly representation and normalization, of such three kinds of descriptors in the application of model-based pose estimation are analyzed. We build a Matlab pose estimation framework to compare pose estimation procedures using different feature descriptors. A missile model of MilkShape 3D file format is created as the simulation object. Experiments concerning with the abilities of descriptors are proceeded to show the difference of these descriptors.
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不同特征描述符下基于模型的飞行器姿态估计的比较研究
介绍了飞行器姿态估计的方法。其中基于模型的光学方法。在基于模型的方法中,重点研究了特征描述方面的内容。利用链码、矩、傅立叶等特征描述符对二维轮廓或区域进行描述。分析了这三种描述符在基于模型的姿态估计应用中的常见问题和技术,特别是表示和归一化。我们建立了一个Matlab姿态估计框架来比较使用不同特征描述符的姿态估计过程。建立了MilkShape三维文件格式的导弹模型作为仿真对象。通过对描述符能力的实验,揭示了这些描述符的差异。
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