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相关论文: Phase-only signal reconstruction by MagnitudeCut

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Phase retrieval seeks to recover a signal x from the amplitude |Ax| of linear measurements. We cast the phase retrieval problem as a non-convex quadratic program over a complex phase vector and formulate a tractable relaxation (called…

最优化与控制 · 数学 2013-07-23 Irène Waldspurger , Alexandre d'Aspremont , Stéphane Mallat

In this work we develop an algorithm for signal reconstruction from the magnitude of its Fourier transform in a situation where some (non-zero) parts of the sought signal are known. Although our method does not assume that the known part…

光学 · 物理学 2012-03-06 Eliyahu Osherovich , Michael Zibulevsky , Irad Yavneh

The problem of recovering a one-dimensional signal from its Fourier transform magnitude, called Fourier phase retrieval, is ill-posed in most cases. We consider the closely-related problem of recovering a signal from its phaseless…

信息论 · 计算机科学 2017-07-25 Tamir Bendory , Yonina C. Eldar , Nicolas Boumal

Fourier phase retrieval is a classical problem of restoring a signal only from the measured magnitude of its Fourier transform. Although Fienup-type algorithms, which use prior knowledge in both spatial and Fourier domains, have been widely…

计算机视觉与模式识别 · 计算机科学 2020-11-23 Eunju Cha , Chanseok Lee , Mooseok Jang , Jong Chul Ye

In this work we consider the problem of reconstruction of a signal from the magnitude of its Fourier transform, also known as phase retrieval. The problem arises in many areas of astronomy, crystallography, optics, and coherent diffraction…

光学 · 物理学 2012-03-22 Eliyahu Osherovich

The problem of recovering a signal from its Fourier magnitude is of paramount importance in various fields of engineering and applied physics. Due to the absence of Fourier phase information, some form of additional information is required…

信息论 · 计算机科学 2016-05-25 Kishore Jaganathan , Yonina C. Eldar , Babak Hassibi

The problem of recovering a signal from the magnitude of its short-time Fourier transform (STFT) is a longstanding one in audio signal processing. Existing approaches rely on heuristics that often perform poorly because of the nonconvexity…

应用统计 · 统计学 2012-09-11 Dennis L. Sun , Julius O. Smith

A new algorithm is developed to jointly recover a temporal sequence of images from noisy and under-sampled Fourier data. Specifically, we consider the case where each data set is missing vital information that prevents its (individual)…

数值分析 · 数学 2022-05-13 Yao Xiao , Jan Glaubitz , Anne Gelb , Guohui Song

We study the problem of reconstructing a signal from its projection on a subspace. The proposed signal reconstruction algorithms utilize a guiding subspace that represents desired properties of reconstructed signals. We show that optimal…

信息论 · 计算机科学 2016-06-13 Akshay Gadde , Andrew Knyazev , Dong Tian , Hassan Mansour

The problem of recovering a signal from its phaseless Fourier transform measurements, called Fourier phase retrieval, arises in many applications in engineering and science. Fourier phase retrieval poses fundamental theoretical and…

信息论 · 计算机科学 2017-11-08 Tamir Bendory , Robert Beinert , Yonina C. Eldar

In this paper, we present two variations of an algorithm for signal reconstruction from one-bit or two-bit noisy observations of the discrete Fourier transform (DFT). The one-bit observations of the DFT correspond to the sign of its real…

信号处理 · 电气工程与系统科学 2022-05-25 Mohak Goyal , Animesh Kumar

We consider the problem of phase retrieval, namely, recovery of a signal from the magnitude of its Fourier transform, or of any other linear transform. Due to the loss of the Fourier phase information, this problem is ill-posed. Therefore,…

信息论 · 计算机科学 2023-07-19 Yoav Shechtman , Amir Beck , Yonina C. Eldar

This paper concerns the problem of recovering an unknown but structured signal $x \in R^n$ from $m$ quadratic measurements of the form $y_r=|<a_r,x>|^2$ for $r=1,2,...,m$. We focus on the under-determined setting where the number of…

机器学习 · 计算机科学 2017-02-22 Mahdi Soltanolkotabi

Fourier phase retrieval is the problem of reconstructing a signal given only the magnitude of its Fourier transformation. Optimization-based approaches, like the well-established Gerchberg-Saxton or the hybrid input output algorithm,…

图像与视频处理 · 电气工程与系统科学 2021-06-21 Tobias Uelwer , Tobias Hoffmann , Stefan Harmeling

We address the problem of recovering a sparse signal from clipped or quantized measurements. We show how these two problems can be formulated as minimizing the distance to a convex feasibility set, which provides a convex and differentiable…

信号处理 · 电气工程与系统科学 2018-12-05 Lucas Rencker , Francis Bach , Wenwu Wang , Mark D. Plumbley

Suppose we wish to recover a signal x in C^n from m intensity measurements of the form |<x,z_i>|^2, i = 1, 2,..., m; that is, from data in which phase information is missing. We prove that if the vectors z_i are sampled independently and…

信息论 · 计算机科学 2011-09-22 Emmanuel J. Candes , Thomas Strohmer , Vladislav Voroninski

We consider the problem of reconstructing two signals from the autocorrelation and cross-correlation measurements. This inverse problem is a fundamental one in signal processing, and arises in many applications, including phase retrieval…

信息论 · 计算机科学 2016-10-11 Kishore Jaganathan , Babak Hassibi

This paper considers phase retrieval from the magnitude of 1D over-sampled Fourier measurements, a classical problem that has challenged researchers in various fields of science and engineering. We show that an optimal vector in a…

最优化与控制 · 数学 2016-11-03 Kejun Huang , Yonina C. Eldar , Nicholas D. Sidiropoulos

The problem of phase retrieval is a classic one in optics and arises when one is interested in recovering an unknown signal from the magnitude (intensity) of its Fourier transform. While there have existed quite a few approaches to phase…

信息论 · 计算机科学 2015-10-28 Kishore Jaganathan , Yonina C. Eldar , Babak Hassibi

Signal recovery from nonlinear measurements involves solving an iterative optimization problem. In this paper, we present a framework to optimize the sensing parameters to improve the quality of the signal recovered by the given iterative…

图像与视频处理 · 电气工程与系统科学 2020-06-09 Zikui Cai , Rakib Hyder , M. Salman Asif
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