A novel shadow restoration algorithm based on atmospheric effects for aerial images

Çağlar Aytekin, Aydin Alatan
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引用次数: 2

Abstract

In aerial images, the performance of the segmentation and object recognition algorithms could suffer due to shadows in the scene. This effort describes a novel shadow restoration algorithm based on atmospheric effects and characteristics of sun light for aerial images. Firstly, shadow regions are detected exploiting the Rayleigh scattering phenomena and the well-known fact related to the low illumination intensity in the shadow regions. After detection, shadow restoration is achieved by first restoring partially occluded shadow areas, as a result of modeling these transition regions with a continuous function that considers shadow formations. Next, fully occluded shadow regions are restored by first segmenting the image into multiple uniformly illuminated regions, then multiplying the intensity values in these regions with a constant, which is determined by the ratio of intensities between each segment and its non-shadow neighborhood. The simulation results indicate improvements over similar work from the literature.
一种新的基于大气效应的航拍图像阴影恢复算法
在航拍图像中,场景中的阴影会影响分割和目标识别算法的性能。本文描述了一种基于大气效应和太阳光照特征的航拍图像阴影恢复算法。首先,利用瑞利散射现象和众所周知的与阴影区域低照度相关的事实来检测阴影区域。在检测后,由于使用考虑阴影形成的连续函数对这些过渡区域进行建模,因此通过首先恢复部分遮挡的阴影区域来实现阴影恢复。接下来,通过首先将图像分割成多个均匀照明的区域,然后将这些区域的强度值乘以一个常数来恢复完全被遮挡的阴影区域,该常数由每个部分与其非阴影邻域之间的强度之比决定。仿真结果表明,与文献中类似的工作相比,该方法有所改进。
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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