Computer Engineering and Applications ›› 2007, Vol. 43 ›› Issue (29): 56-58.
• 学术探讨 • Previous Articles Next Articles
ZHANG Pei,WU Ya-feng
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张 培,吴亚锋
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Abstract: Inverse Compositional Gradient(ICG) algorithm is a novel Inverse Compositional Image Alignment(ICIA) algorithm based on the local orientation.Compared with the traditional ICIA algorithm,it gives more accurate and reliable matching results under different lighting conditions[1].The evaluation of the local orientation and gradient is essentially equivalent.Hence 4 different gradient operators(first order difference operator,Roberts operator,Sobel operator and Prewitt operator) are used to compute the local orientation,and then it is compared that the performance of ICG algorithm using the above 4 gradient operators through an experiment.
Key words: inverse compositional, image alignment, local orientation, Inverse Compositional Gradient Algorithm, gradient operators
摘要: 反向合成梯度算法是一种基于局部指向性的反向合成图像对齐算法。与传统的反向合成图像对齐算法相比,该算法可有效地克服光照变化对匹配结果的影响[1]。由于局部指向性的计算在本质上是梯度的计算,而图像梯度的计算可以采用不同的梯度算子,因此采用4种不同的梯度算子(一阶差分算子,Roberts算子,Sobel算子和Prewitt算子)来计算局部指向性,并通过实验比较分析了4种梯度算子对反向合成梯度算法的影响。
关键词: 反向合成, 图像对齐, 局部指向性, 反向合成梯度算法, 梯度算子
ZHANG Pei,WU Ya-feng. Influence of gradient operators on inverse compositional gradient algorithm[J]. Computer Engineering and Applications, 2007, 43(29): 56-58.
张 培,吴亚锋. 梯度算子对反向合成梯度算法的影响[J]. 计算机工程与应用, 2007, 43(29): 56-58.
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