使用弹性流形的图像增强

V. Ratner, Y. Zeevi
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引用次数: 20

摘要

图像去噪和增强问题有许多物理类比,突出了新的解决方案的新方法。提出了一种基于视图像为弹性片的解决方案。提出了一种灰度图像的处理方案,并在彩色图像的背景下进行了进一步的研究。对噪声图像的初步分析和仿真表明,组合空间颜色信息的多维流形表示结合了单独颜色通道表示的优点。实验分析表明,弹性片法是一种功能强大、鲁棒性强的去噪工具,保留了大部分有意义的细节。
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Image Enhancement Using Elastic Manifolds
Image denoising and enhancement problems have many physical analogues that highlight new approaches to novel solutions. One such solution, based on viewing the image as elastic sheet, is presented. A processing scheme for grayscale images is outlined and further considered in the context of color images. Preliminary analysis and simulations on noisy images indicate that multidimensional manifold representation of combined space-color information incorporates the advantages of separate color channel representations. Experimental analysis reveals elastic sheet method to be a powerful and robust denoising tool, which preserves most meaningful details.
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