首页> 外文会议>Signal Processing X: Theories and Applications >ADAPTIVE CHANGE DETECTION APPROACH FOR OBJECT DETECTION IN OUTDOOR SCENES UNDER VARIABLE SPEED ILLUMINATION CHANGES
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ADAPTIVE CHANGE DETECTION APPROACH FOR OBJECT DETECTION IN OUTDOOR SCENES UNDER VARIABLE SPEED ILLUMINATION CHANGES

机译:变速照明变化下户外场景中物体变化的自适应变化检测方法

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In this paper an adaptive algorithm is presented for the detection of changes in outdoor video-surveillance images. The proposed method can be considered as basis for a low level image processing stage in a advanced video-surveillance system. The main feature of the algorithm is the robustness to the illumination changes in the scene: this robustness is achieved by using a background updating module working in cooperation with the change detection algorithm. The background updating method works in a different way according to speed of illumination changes. If a sudden illumination change is detected the background is heavily updated while if a slow lightning variation occurs, a continuous soft updating module is used to take into account the long-term slow illumination changes. Experimental results of an automatic people counting system including the proposed low level image processing stage indicate that the method detects changes accurately in case of time-varying illumination.
机译:本文提出了一种自适应算法,用于检测室外视频监控图像的变化。所提出的方法可以被认为是高级视频监视系统中的低级图像处理阶段的基础。该算法的主要特征是对场景中照明变化的鲁棒性:通过使用与变化检测算法协同工作的背景更新模块,可以实现这种鲁棒性。背景更新方法根据照度变化的速度以不同的方式工作。如果检测到突然的照明变化,则背景会大量更新,而如果发生缓慢的雷电变化,则使用连续的软更新模块来考虑长期的缓慢照明变化。包括所提出的低级图像处理阶段的自动人数统计系统的实验结果表明,该方法可以在时变照明的情况下准确地检测变化。

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