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The Conformal Monogenic Signal

机译:适形的单基因信号

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The conformal monogenic signal is a novel rotational invariant approach for analyzing i(ntrinsic)1D and i2D local features of two-dimensional signals (e.g. images) without the use of any heuristics. It contains the monogenic signal as a special case for i1D signals and combines scale-space, phase, orientation, energy and isophote curvature in one unified algebraic framework. The conformal monogenic signal will be theoretically illustrated and motivated in detail by the relation of the Radon and the Riesz transform. One of the main ideas is to lift up two-dimensional signals to a higher dimensional conformal space where the signal can be analyzed with more degrees of freedom. The most interesting result is that isophote curvature can be calculated in a purely algebraic framework without the need of any derivatives.
机译:共形单基因信号是一种新颖的旋转不变方法,用于分析二维信号(例如图像)的i(本征)1D和i2D局部特征,而无需使用任何启发式方法。它包含单基因信号作为i1D信号的特例,并且在一个统一的代数框架中结合了标度空间,相位,方向,能量和等张线曲率。共形单基因信号将通过Radon和Riesz变换的关系在理论上进行详细说明和激发。主要思想之一是将二维信号提升到更高维的共形空间,在该空间中可以以更大的自由度分析信号。最有趣的结果是,等渗线曲率可以在纯代数框架中进行计算,而无需任何导数。

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