Pedestrian detection by range imaging

Heinz Hugli, Thierry Zamofing
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引用次数: 5

Abstract

Remote detection by camera offers a versatile means for recording people activities. Relying principally on changes in video images, the method tends to fail in presence of shadows and illumination changes. This paper explores a possible remedy to these problems by using range cameras instead of conventional video cameras. As range is an intrinsic measure of object geometry, it is basically not affected by illumination. The study described in this paper considers range detection by two state-of-the art cameras, namely a stereo and a time-of-flight camera. Performed investigations consider typical situations of pedestrian detection. The presented results are analyzed and compared in performance with conventional results. The study shows the effective potential of range camera to get rid of light change problems like shadow effects but also presents some current limitations of range cameras.
距离成像行人检测
摄像机的远程探测为记录人们的活动提供了一种通用的手段。主要依赖于视频图像的变化,这种方法在阴影和光照变化的情况下往往会失败。本文探讨了用距离摄像机代替传统摄像机来解决这些问题的可能方法。由于距离是物体几何形状的内在度量,它基本上不受光照的影响。本文的研究考虑了两种最先进的相机,即立体相机和飞行时间相机的距离检测。所进行的调查考虑了行人检测的典型情况。分析了所得结果,并与常规结果进行了性能比较。研究表明了距离相机在消除阴影效应等光变化问题方面的有效潜力,同时也指出了距离相机目前的一些局限性。
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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