Single-View's 3D Explanation Based on Prior Knowledge and Constraint Satisfaction

Wei Zhang, Hui-Ran Wei
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Abstract

In this paper, we estimate the geometric characteristics, such as the relation of edges and the angle characteristics between edges, from single view. And we also use the prior knowledge about objects, such as the feature of edges and the geometry construction of objects, to construct the variable constraint based on the projection rules. In this paper, we transfer the problem of interpretation of 3D objects from single view into a non-linear optimization problem. After local constraints merge into overall constraint, the posture of object can be estimated quickly. Then we can calculate geometry characteristics of the objects for invariant recognition.
基于先验知识和约束满足的单视图三维解释
本文从单视图出发,对图像的边缘关系、边缘间角度等几何特征进行了估计。并利用物体的先验知识,如边缘特征和物体的几何结构,构造基于投影规则的变量约束。在本文中,我们将单视角三维物体的判读问题转化为非线性优化问题。将局部约束合并为整体约束后,可以快速估计出目标的姿态。然后计算目标的几何特征进行不变识别。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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