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Detection and compensation of image sequence jitter due to an unstable CCD camera for video tracking of a moving target

机译:检测和补偿由于用于运动目标视频跟踪的CCD相机不稳定而导致的图像序列抖动

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Nowadays image motion analysis is considered as a significant subject in image processing and according to its characteristics is divided into different categories. This paper focuses on camera jitter as fast translations in image sequence due to an unstable platform. Our studies have led to do correlation matching [C-S. Fuh et al. (1991)] between well featured templates [M.A.Z. Pisheh et al. (2003), Y-P. Tan et al. (1996)] of successive frames to prevent aperture problems and thus have good estimation of the translations. But camera vibration may also suffer from rotation and scaling as nonlinear motions [G.J. Foster et al. (2000)] that may defect the matching process. Therefore mapping of 3D image points into camera image plane has been investigated to trace the effects of these nonlinear parameters in 2D motion equations [F.V. Heijden, (1996)]. Now by approximating these equations for minute rotation and bounded scaling between frame i and i+1, the set of motion equations with four unknowns ( rotation, scaling, horizontal/vertical translations) could be solved just by LSE [M.S. Grewal (2001)] method for a unique and optimized response. After all when we apply the estimated displacements on each frame for compensation, an stabilized sequence will conclude.
机译:如今,图像运动分析被认为是图像处理中的重要课题,并且根据其特征分为不同的类别。由于平台不稳定,本文将相机抖动视为图像序列中的快速平移。我们的研究导致进行了相关匹配[C-S。 Fuh等。 (1991)]在功能强大的模板之间[M.A.Z. Pisheh等。 (2003),Y-P。 Tan等。 (1996年)]连续帧,以防止孔径问题,因此对平移具有良好的估计。但是相机的振动也可能会由于非线性运动而受到旋转和缩放的影响[G.J.福斯特等。 (2000)]可能会破坏匹配过程。因此,已经研究了将3D图像点映射到相机图像平面,以追踪这些非线性参数在2D运动方程式中的作用。 Heijden(1996)]。现在,通过对帧i和i + 1之间的微小旋转和有界缩放近似这些方程,仅用LSE就可以解决具有四个未知数(旋转,缩放,水平/垂直平移)的运动方程组。 Grewal(2001)]提出了一种独特且优化的响应方法。毕竟,当我们在每个帧上应用估计的位移进行补偿时,将得出稳定的序列。

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