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Multifocus image fusion scheme based on discrete cosine transform and spatial frequency

机译:基于离散余弦变换和空间频率的多焦点图像融合方案

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摘要

Multifocus images are different images of the same scene captured with different focus in the cameras. These images when considered individually may not give good quality. Hence to obtain a good quality image, this work proposes an algorithm for fusing multifocus images using Discrete Cosine Transform and spatial frequency. The proposed algorithm works for fusing any number of images. The second step calculates the average and maximum of all the source images and reduces the source images to be processed as two. Then Discrete Cosine Transform (DCT) is applied over the two input images. Min-Max normalization is done on the DCT coefficients and fusion is done using spatial frequency. Inclusion of the second step of the proposed algorithm in some existing algorithms such as Stationary Wavelet Transform, Principal Component Analysis and spatial fusion improves the performance. The metrics used for evaluation proves that the proposed algorithm gives better results than the other algorithms using DCT and state of the art techniques.
机译:多焦点图像是在相机中以不同焦点捕获的同一场景的不同图像。当单独考虑这些图像时,可能无法提供良好的质量。因此,为了获得高质量的图像,这项工作提出了一种使用离散余弦变换和空间频率融合多焦点图像的算法。所提出的算法适用于融合任意数量的图像。第二步计算所有源图像的平均值和最大值,并将要处理的源图像减少为两个。然后对两个输入图像应用离散余弦变换(DCT)。对DCT系数进行最小-最大归一化,并使用空间频率进行融合。将本文算法的第二步包括在某些现有算法中,例如平稳小波变换,主成分分析和空间融合,可以提高性能。用于评估的指标证明,与使用DCT和最新技术的其他算法相比,该算法可提供更好的结果。

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