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A Simplified Method for UAV Multispectral Images Mosaicking

机译:无人机多光谱图像拼接的一种简化方法

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摘要

This paper presents a method for mosaicking unmanned aerial vehicle (UAV) multispectral images. The main purpose of the proposed method is to reduce spatial distortion in the mosaicking process and increase robustness and the speed of the operation. Most UAV multispectral images have multiple bands, and in every band, ground targets have a variety of reflection characteristics that will result in diverse feature quality for feature matching. In this research, an information entropy-based evaluation method is used to select the optimal band for feature matching among the UAV images. To produce more robust matching results for the following alignment step, the evaluation method takes the contrast and spatial distribution of the feature points into consideration at the same time. In most common image mosaicking processes, the digital orthophoto map (DOM) is generated to achieve maximum spatial accuracy. During this process, the original image data will experience considerable irregular resampling, and the process is also unstable in some circumstances. The alignment step uses a simplified projection model that treats the ground as planar is provided, by which the alignment parameters are applied directly to the images instead of generating 3D points, to avoid irregular resampling and unstable 3D reconstruction. The proposed method is proved to be more efficient and accurate and has lower spectral distortion than state-of-the-art mosaicking software.
机译:本文提出了一种拼接无人机多光谱图像的方法。所提出的方法的主要目的是减少镶嵌过程中的空间畸变,并提高鲁棒性和操作速度。大多数无人机多光谱图像具有多个波段,并且在每个波段中,地面目标均具有多种反射特征,这将导致特征匹配的特征质量各不相同。在这项研究中,基于信息熵的评估方法用于为无人机图像之间的特征匹配选择最佳波段。为了为后续的对齐步骤生成更可靠的匹配结果,评估方法同时考虑了特征点的对比度和空间分布。在最常见的图像镶嵌过程中,生成数字正射影像图(DOM)以实现最大的空间精度。在此过程中,原始图像数据将经历相当大的不规则重采样,并且在某些情况下该过程也不稳定。对齐步骤使用简化的投影模型,该模型将地面视为平面,通过该模型,将对齐参数直接应用于图像,而不是生成3D点,以避免不规则的重采样和不稳定的3D重建。与最新的镶嵌软件相比,该方法被证明更有效,更准确,并且频谱失真更低。

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