基于交织序列的偏振方向映射方法

Sequence-interleaving mapping method for direction of polarization

  • 摘要: 偏振方向是偏振成像技术中的基本信息之一,能够反映出场景物体表面的方向信息,因此场景中偏振方向的分布对场景信息的解译有着重要的作用。传统的偏振方向表示方法存在着二维或三维信息映射方法的映射结果维度较高和由映射关系的距离相关性低而引起的映射方法噪声鲁棒性低问题。提出了具有距离保持特性的基于交织序列的偏振方向信息一维数值映射方法。选择从斯托克斯矢量分量中提取方向信息作为偏振方向的二维映射方法,再基于交织序列方法将二维数据映射为一维数值;之后研究了距离保持特性与映射方法对噪声鲁棒性的关系,并分析了该文所提出的偏振方向映射方法与传统偏振角映射方法的距离保持特性;进行了仿真实验与真实场景实验。仿真实验中,该文所提方法映射结果的PSNR均值相较于偏振映射方法提升了6%;真实场景实验中,该文方法映射结果相较于斯托克斯矢量映射方法降低了信息维度,相较于偏角映射方法,NMF特征的NRPSNR均值提升约14%,证明了所提出的映射方法具有低信息维度及较好的噪声鲁棒性。

     

    Abstract: Direction of polarization, as one of the basic information in polarization imaging technology, can reflect the direction information of object surface in the scene. Therefore, the distribution of polarization direction in the scene plays an important role in the interpretation of the scene information. The conventional representation method of polarization direction has two main problems: one is high dimension of mapping results for 2-D or 3-D information mapping methods, another one is low noise-robustness of mapping methods caused by the low distance correlation of mapping relationship. A 1-D numerical value mapping method of polarization direction information based on the interleaved sequence with distance-preserving property was proposed. Firstly, the direction information was extracted from the stokes vector component as the 2-D mapping method of polarization direction. Based on the interleaved sequence method, the 2-D numerical value was mapped into the 1-D numerical value. Then, the relationship between the distance-preserving property and mapping method to noise-robustness was studied, and the distance-preserving property of the proposed mapping method of polarization direction and the conventional mapping method of polarization angle was analyzed. Finally, the simulation experiment and real-scene experiment were conducted. In the simulation experiment, the peak signal to noise ratio (PSNR) mean of the mapping results of proposed method was increased by 6% compared to the mapping method of polarization. In the real-scene experiment, the mapping results of proposed method reduced the information dimension compared to the mapping method of stokes vector and the no-reference PSNR (NRPSNR) mean of the non-negative matrix factorization (NMF) features was increased by 14% compared to the mapping method of polarization angle, which proved that the proposed mapping method has low information dimension and good noise-robustness.

     

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