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

M. A. Z. Pisheh, A. Sheikhi
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引用次数: 9

Abstract

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.
运动目标视频跟踪中CCD摄像机不稳定引起的图像序列抖动检测与补偿
图像运动分析是当今图像处理中的一个重要课题,并根据其特点分为不同的类别。本文主要研究了由于平台不稳定导致的相机抖动在图像序列中的快速平移问题。我们的研究导致了相关匹配[C-S]。Fuh et al. (1991) [M.A.Z.。Pisheh et al. (2003), Y-P。Tan et al.(1996)]的连续帧,以防止孔径问题,从而有很好的估计平移。但相机振动也可能受到旋转和缩放作为非线性运动的影响[j]Foster et al.(2000)],这可能会破坏匹配过程。因此,研究了将三维图像点映射到相机图像平面,以跟踪这些非线性参数在二维运动方程中的影响[F.V.]Heijden,(1996)]。现在,通过近似这些方程在坐标系i和坐标系i+1之间的微小旋转和有界缩放,具有四个未知数(旋转,缩放,水平/垂直平移)的运动方程集可以通过LSE [M.S.]来求解Grewal(2001)]的方法,以获得一个独特的和优化的响应。毕竟,当我们对每一帧应用估计的位移进行补偿时,将得出一个稳定的序列。
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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