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相关论文: Super-resolution of positive near-colliding point …

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We consider the problem of stable recovery of sparse signals of the form $$F(x)=\sum_{j=1}^d a_j\delta(x-x_j),\quad x_j\in\mathbb{R},\;a_j\in\mathbb{C}, $$ from their spectral measurements, known in a bandwidth $\Omega$ with absolute error…

数值分析 · 数学 2020-01-27 Dmitry Batenkov , Gil Goldman , Yosef Yomdin

A priori information on the positivity of source intensities is ubiquitous in imaging fields and is also important for a multitude of super-resolution and deconvolution algorithms. However, the fundamental resolution limit of positive…

图像与视频处理 · 电气工程与系统科学 2023-08-01 Ping Liu , Yanchen He , Habib Ammari

We consider the problem of recovering a signal consisting of a superposition of point sources from low-resolution data with a cut-off frequency f. If the distance between the sources is under 1/f, this problem is not well posed in the sense…

最优化与控制 · 数学 2016-09-09 Carlos Fernandez-Granda

This paper develops a mathematical theory of super-resolution. Broadly speaking, super-resolution is the problem of recovering the fine details of an object---the high end of its spectrum---from coarse scale information only---from samples…

信息论 · 计算机科学 2012-11-15 Emmanuel Candes , Carlos Fernandez-Granda

We consider the inverse problem of recovering the locations and amplitudes of a collection of point sources represented as a discrete measure, given $M+1$ of its noisy low-frequency Fourier coefficients. Super-resolution refers to a stable…

信息论 · 计算机科学 2022-10-17 Weilin Li , Wenjing Liao

This paper studies the recovery of a superposition of point sources from noisy bandlimited data. In the fewest possible words, we only have information about the spectrum of an object in a low-frequency band bounded by a certain cut-off…

信息论 · 计算机科学 2013-07-11 Emmanuel Candes , Carlos Fernandez-Granda

In this paper, we address the problem of recovering point sources from two dimensional low-pass measurements, which is known as super-resolution problem. This is the fundamental concern of many applications such as electronic imaging,…

信息论 · 计算机科学 2019-05-17 Iman Valiulahi , Sajad Daei , Farzan Haddadi , Farzad Parvaresh

In super-resolution it is necessary to locate with high precision point sources from noisy observations of the spectrum of the signal at low frequencies capped by f_c. In the case when the point sources are positive and are located on a…

信息论 · 计算机科学 2020-05-15 Veniamin I. Morgenshtern

This paper studies stable recovery of a collection of point sources from its noisy $M+1$ low-frequency Fourier coefficients. We focus on the super-resolution regime where the minimum separation of the point sources is below $1/M$. We…

信息论 · 计算机科学 2019-05-03 Weilin Li , Wenjing Liao

This paper focuses on the fundamental aspects of super-resolution, particularly addressing the stability of super-resolution and the estimation of two-point resolution. Our first major contribution is the introduction of two…

图像与视频处理 · 电气工程与系统科学 2024-11-20 Ping Liu , Habib Ammari

In single-molecule microscopy it is necessary to locate with high precision point sources from noisy observations of the spectrum of the signal at frequencies capped by $f_c$, which is just about the frequency of natural light. This paper…

信息论 · 计算机科学 2015-04-06 Veniamin I. Morgenshtern , Emmanuel J. Candes

Super-resolution is a fundamental task in imaging, where the goal is to extract fine-grained structure from coarse-grained measurements. Here we are interested in a popular mathematical abstraction of this problem that has been widely…

信息论 · 计算机科学 2015-04-30 Ankur Moitra

We consider simultaneously identifying the membership and locations of point sources that are convolved with different band-limited point spread functions, from the observation of their superpositions. This problem arises in…

信息论 · 计算机科学 2017-03-22 Yuanxin Li , Yuejie Chi

Super-resolution is the problem of recovering a superposition of point sources using bandlimited measurements, which may be corrupted with noise. This signal processing problem arises in numerous imaging problems, ranging from astronomy to…

机器学习 · 计算机科学 2015-09-29 Qingqing Huang , Sham M. Kakade

Two-point super-resolution is an important problem in many signal processing applications. In this paper, we aim to establish a resolution theory for two-point super-resolution from a single snapshot. We consider a complex two-point model…

信号处理 · 电气工程与系统科学 2026-05-07 Xiaole He , Ping Liu , Junling Wang

We consider simultaneously identifying the membership and locations of point sources that are convolved with different low-pass point spread functions, from the observation of their superpositions. This problem arises in three-dimensional…

信息论 · 计算机科学 2015-04-24 Yuanxin Li , Yuejie Chi

This paper provides a theoretical analysis of diffraction-limited superresolution, demonstrating that arbitrarily close point sources can be resolved in ideal situations. Precisely, we assume that the incoming signal is a linear combination…

最优化与控制 · 数学 2015-08-14 Geoffrey Schiebinger , Elina Robeva , Benjamin Recht

We consider the problem of robustly recovering a $k$-sparse coefficient vector from the Fourier series that it generates, restricted to the interval $[- \Omega, \Omega]$. The difficulty of this problem is linked to the superresolution…

信息论 · 计算机科学 2015-02-06 Laurent Demanet , Nam Nguyen

We consider imaging of two partially coherent sources and derive the ultimate quantum limits for estimating the separation, location, relative intensity, and coherence factor. We show that super-resolution in the separation is achievable…

量子物理 · 物理学 2026-05-20 Joaquín López-Suárez , Michalis Skotiniotis

We explore a fundamental problem of super-resolving a signal of interest from a few measurements of its low-pass magnitudes. We propose a 2-stage tractable algorithm that, in the absence of noise, admits perfect super-resolution of an…

信息论 · 计算机科学 2014-03-10 Yuxin Chen , Yonina C. Eldar , Andrea J. Goldsmith
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