Digital Image Stabilization Based on Log-Polar Transform

Fei Yuan, Hong Zhang, Ruiming Jia
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引用次数: 10

Abstract

In this paper we present a novel log-polar transform based digital image stabilization algorithm to estimate large global transformations among consecutive frames. In our proposed algorithm, multi- resolution log-polar transform techniques in spatial domain are introduced as an initial motion estimation module to estimate arbitrary rotations, arbitrary translations and moderate scale changes. Then, a gradient-based nonlinear least squares optimization module is used to achieve sub-pixel accuracy. The experimental results show that the proposed algorithm can stabilize 15 frames per second in 320 X 240 image sequences with large interframe motions on a 3.0-GHZ Pentium 4 machine.
基于对数极变换的数字稳像
本文提出了一种新的基于对数极坐标变换的数字稳像算法,用于估计连续帧之间的大全局变换。在我们提出的算法中,引入了空间域的多分辨率对数极变换技术作为初始运动估计模块,用于估计任意旋转、任意平移和适度尺度变化。然后,利用基于梯度的非线性最小二乘优化模块实现亚像素精度;实验结果表明,在3.0 ghz的Pentium 4处理器上,该算法可以在320 X 240帧大帧间运动的图像序列中稳定15帧/秒。
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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