12 April 2010 Variable patch sizes for normalized cross correlation in image pairs
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Abstract
Image registration plays an important role in many image understanding applications, such as stereo vision for depth recovery and biometric recognition. Correlation-based matches are often used in such registration applications. The performance of correlation-based matching algorithms such as the Normalized Cross Correlation (NCC) depends on the image patch size used in the computation. We present an algorithm that adapts the patch size so that the patch is distinguishable from other patches from the same image. The new method seeks the best balance point between matching performance and computational cost in NCC computation. Experimental results demonstrate the performance of our method.
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Jiaqin Wang, Jiaqin Wang, Michael A. Pratt, Michael A. Pratt, Chee-hung Henry Chu, Chee-hung Henry Chu, } "Variable patch sizes for normalized cross correlation in image pairs", Proc. SPIE 7703, Independent Component Analyses, Wavelets, Neural Networks, Biosystems, and Nanoengineering VIII, 77030Z (12 April 2010); doi: 10.1117/12.853683; https://doi.org/10.1117/12.853683
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