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Sustained Observability for Salient Motion Detection

机译:持续可观察性,可进行显着运动检测

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Detection of the motion of foreground objects on the backdrop of constantly changing and complex visuals has always been challenging. The motion of foreground objects, which is termed as salient motion, is marked by its predictability compared to the more complex unpredictable motion of the backgrounds like fluttering of leaves, ripples in water, smoke filled environments etc. We introduce a novel approach to detect this salient motion based on the control theory concept of 'observability' from the outputs, when the video sequence is represented as a linear dynamical system. The resulting algorithm is tested on a set of challenging sequences and compared to the state-of-the-art methods to showcase its superior performance on grounds of its computational efficiency and detection capability of the salient motion.
机译:在不断变化和复杂的视觉效果的背景下检测前景物体的运动一直是具有挑战性的。前景物体的运动称为显着运动,与背景的更为复杂的不可预测的运动(例如树叶飘动,水中的涟漪,烟雾弥漫的环境等)相比,具有可预测性,因此具有可预测性。我们引入了一种新颖的方法来检测这种情况当视频序列表示为线性动力学系统时,基于输出的“可观察性”控制理论概念的显着运动。生成的算法在一组具有挑战性的序列上进行了测试,并与最新方法进行了比较,以基于其计算效率和显着运动检测能力来展示其卓越的性能。

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