基于分层模型的单角度SAR舰船目标图像三维形状信息提取技术

      Three-dimensional shape information extraction technology of ship targets in single-angle SAR images based on layered model

      • 摘要: 目标的三维形状信息对SAR图像解译与目标识别等具有重要意义。针对舰船目标三维结构复杂导致的叠掩区分层提取困难的问题,提出了一种基于分层模型的单角度SAR舰船目标图像三维形状信息提取方法。该方法首先基于舰船目标的三维结构特征构建分层模型,将其分解为一层、双层和三层结构的组合。然后,根据不同结构在形状、尺寸和高度上的差异,结合分层模型的先验信息,分别提取各层的叠掩区域。最后,通过空间映射关系计算各层高度信息,并结合各层叠掩区长宽数据,实现舰船目标三维形状信息的提取,同时分析了方位角的影响。实验结果表明,本文方法在高分辨率SAR静止舰船目标图像中具有良好的三维形状信息提取能力。与其他方法相比,该方法具备原理简单,易于实现的优点,为SAR舰船目标图像的三维形状信息提取提供了一种新颖的解决方案。

         

        Abstract: The three-dimensional shape information of the target is of great significance for SAR image interpretation and target recognition. To address the challenge of hierarchical extraction of overlapping regions due to the complex three-dimensional structure of ship targets, a method for extracting the three-dimensional shape information of ship targets in single-angle SAR images based on a layered model is proposed. This method first constructs a layered model based on the three-dimensional structural features of the ship target, decomposing it into combinations of one-layer, two-layer, and three-layer structures. Then, based on the differences in shape, size, and height of the various structures, and combined with the prior information of the layered model, the overlapping regions of each layer are extracted. Finally, the height information of each layer is calculated using spatial mapping relationships, and by combining the length and width data of the overlapping regions in each layer, the three-dimensional shape information of the ship target is extracted, while also analyzing the effect of the azimuth angle. Experimental results show that the proposed method demonstrates good capability in extracting three-dimensional shape information from high-resolution SAR images of stationary ship targets. Compared to other methods, this approach offers advantages such as simple principles and ease of implementation, providing a novel solution for extracting three-dimensional shape information from SAR ship target images.

         

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