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Titlebook: Analysis of Images, Social Networks and Texts; 4th International Co Mikhail Yu. Khachay,Natalia Konstantinova,Valeri G Conference proceedin

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Frequency Analysis of Gradient Descent Method and Accuracy of Iterative Image Restoration, the gradient descent approach can be used. In this paper, we analyze the performance of the gradient descent method in the frequency domain and show that the method converges to the sum of the original undistorted function and the kernel function of a linear distortion operator.
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Shape Matching Based on Skeletonization and Alignment of Primitive Chainsge is traversed counterclockwise in order to encode it by chain of primitives. A primitive describes topological properties of the correlated edge and consists of a pair of numbers: the length of some edge and the angle between this and the next edges. We offer to expand a primitive by the informati
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Discerning Depression Propensity Among Participants of Suicide and Depression-Related Groups of Vk.cing and propose enhancements to the research design and analysis. We investigate the resulting classifiers to identify profile features that can indicate depression propensity of the users in order to provide tools for early depression detection. Finally, we discuss further work that might improve o
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New Bi-, Tri-, and Fourlateral Filters for Color and Hyperspectral Images Filteringls contained in a window around it. The second modification uses the matrix-valued weights. They include four components: spatial, radiometric, inter-channel weights, and radiometric inter-channel ones. The fourth weight measures the radiometric distance (for grey-level images) between the inter-cha
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