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Moving cast shadows detection methods for video surveillance applications

机译:移动投射阴影检测方法用于视频监控应用

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摘要

Moving cast shadows are a major concern in today’s performance from broad range of many vision-based surveillance applications because they highly difficult the object classification task. Several shadow detection methods have been reported in the literature during the last years. They are mainly divided into two domains. One usually works with static images, whereas the second one uses image sequences, namely video content. In spite of the fact that both cases can be analogously analyzed, there is a difference in the application field. The first case, shadow detection methods can be exploited in order to obtain additional geometric and semantic cues about shape and position of its casting object (‘shape from shadows’) as well as the localization of the light source. While in the second one, the main purpose is usually change detection, scene matching or surveillance (usually in a background subtraction context). Shadows can in fact modify in a negative way the shape and color of the target object and therefore affect the performance of scene analysis and interpretation in many applications. This chapter wills mainly reviews shadow detection methods as well as their taxonomies related with the second case, thus aiming at those shadows which are associated with moving objects (moving shadows).
机译:在许多基于视觉的监视应用程序中,移动阴影是当今性能的主要关注点,因为它们很难完成对象分类任务。近年来,文献中已经报道了几种阴影检测方法。它们主要分为两个领域。一种通常使用静态图像,而另一种则使用图像序列,即视频内容。尽管可以对两种情况进行类似的分析,但在应用领域却有所不同。在第一种情况下,可以利用阴影检测方法来获得有关其投射对象的形状和位置(“阴影的形状”)以及光源定位的其他几何和语义线索。在第二种方法中,主要目的通常是更改检测,场景匹配或监视(通常在背景减法环境中)。阴影实际上可以以负面方式修改目标对象的形状和颜色,因此在许多应用中会影响场景分析和解释的性能。本章将主要回顾阴影检测方法及其与第二种情况有关的分类法,从而针对与运动物体(运动阴影)相关的那些阴影。

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