在3D对象中基于关键轴对称轴的定位,使用几何和纹理
概括
本研究介绍了一种基于关键轴的方法,可以自动确定旋转物体的对称轴,从而提高姿势估计的准确性. 这种方法减少了手动设置,提高了对象识别任务的效率.
科学领域:
- 计算机视觉 计算机视觉
- 机器人技术 机器人技术 机器人技术
- 几何建模 几何建模
背景情况:
- 对于具有旋转对称性的物体的姿势估计通常存在模两可.
- 在当前的方法中,手动确定对称轴会降低准确性和效率.
研究的目的:
- 提出一种自动化方法来确定姿势估计中的对称轴.
- 减少对对称轴的手动设置的依赖,从而提高准确性.
- 为了提高对称轴定位的效率.
主要方法:
- 根据对象类型确定对称轴顺序和角度.
- 定义和定位两个关键轴的最高顺序.
- 从关键轴生成三个直角轴,以计算所有对称轴.
- 在几何对称性方面使用ADI度量,在纹理对称性方面引入ADI-C.
主要成果:
- 实现了对称轴定位错误的9.80%降低.
- 提高了1.64%的姿势估计准确度.
- 在LM-O,HB和新的DSRSTO数据集上在各种对称对象中展示了性能.
结论:
- 基于关键轴的方法提供了一个更有效,更准确的方法,用于对称轴定位在姿势估计.
- 自动化对称轴确定对于计算机视觉中强大的对象识别至关重要.
- 拟议的指标和数据集有助于进一步研究对称对象立场估计.
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