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相关论文: Super-Resolution of Positive Sources on an Arbitra…

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Superresolution theory and techniques seek to recover signals from samples in the presence of blur and noise. Discrete image registration can be an approach to fuse information from different sets of samples of the same signal. Quantization…

计算机视觉与模式识别 · 计算机科学 2024-12-16 Serap A. Savari

We consider the multi-frequency inverse source problem for the scalar Helmholtz equation in the plane. The goal is to reconstruct the source term in the equation from measurements of the solution on a surface outside the support of the…

数值分析 · 数学 2018-05-23 Mirza Karamehmedović , Adrian Kirkeby , Kim Knudsen

We address the problem of super-resolution line spectrum estimation of an undersampled signal with block prior information. The component frequencies of the signal are assumed to take arbitrary continuous values in known frequency blocks.…

信息论 · 计算机科学 2014-04-29 Kumar Vijay Mishra , Myung Cho , Anton Kruger , Weiyu Xu

We introduce a novel formulation for guided super-resolution. Its core is a differentiable optimisation layer that operates on a learned affinity graph. The learned graph potentials make it possible to leverage rich contextual information…

计算机视觉与模式识别 · 计算机科学 2022-03-29 Riccardo de Lutio , Alexander Becker , Stefano D'Aronco , Stefania Russo , Jan D. Wegner , Konrad Schindler

The focusing operation inherent to the linear discrete inverse problem is formalised. The development is given in the context of sound-field reproduction where the source strengths are the inverse solution needed to recreate a prescribed…

音频与语音处理 · 电气工程与系统科学 2020-11-19 Eric C. Hamdan , Filippo Maria Fazi

Achieving resolution in the sub-Rayleigh regime (superresolution) is one of the rapidly developing topics in quantum optics and metrology. Recently, it was shown that perfect measurement based on spatial mode demultiplexing (SPADE) in…

量子物理 · 物理学 2025-04-01 Konrad Schlichtholz , Łukasz Rudnicki

We demonstrate an approach to obtaining near quantum-limited far-field imaging resolution of incoherent sources with arbitrary distributions. Our method assumes no prior knowledge of the source distribution, but rather uses an adaptive…

量子物理 · 物理学 2022-02-28 Erik F. Matlin , Lucas J. Zipp

We study the problem of super-resolution of a linear combination of Dirac distributions and their derivatives on a one-dimensional circle from noisy Fourier measurements. Following numerous recent works on the subject, we consider the…

数值分析 · 数学 2023-03-21 Dmitry Batenkov , Nuha Diab

Inverse source problems are central to many applications in acoustics, geophysics, non-destructive testing, and more. Traditional imaging methods suffer from the resolution limit, preventing distinction of sources separated by less than the…

机器学习 · 计算机科学 2022-08-11 Adar Kahana , Symeon Papadimitropoulos , Eli Turkel , Dmitry Batenkov

Here, we show that, contrary to the common opinion, the super-resolution optical fluctuation microscopy might not lead to ideally infinite super-resolution enhancement with increasing of the order of measured cumulants. Using information…

Given an image generated by the convolution of point sources with a band-limited function, the deconvolution problem is to reconstruct the source number, positions, and amplitudes. This problem arises from many important applications in…

图像与视频处理 · 电气工程与系统科学 2021-01-12 Ping Liu , Hai Zhang

It is well-known that point sources with sufficient mutual distance can be reconstructed exactly from finitely many Fourier measurements by solving a convex optimization problem with Tikhonov-regularization (this property is sometimes…

最优化与控制 · 数学 2023-12-13 Martin Holler , Benedikt Wirth

Super-resolution (SR) is an ill-posed inverse problem with a large set of feasible solutions that are consistent with a given low-resolution image. Various deterministic algorithms aim to find a single solution that balances fidelity and…

图像与视频处理 · 电气工程与系统科学 2024-02-13 Cansu Korkmaz , Ege Cirakman , A. Murat Tekalp , Zafer Dogan

The problem of super-resolution is concerned with the reconstruction of temporally/spatially localized events (or spikes) from samples of their convolution with a low-pass filter. Distinct from prior works which exploit sparsity in…

信号处理 · 电气工程与系统科学 2023-03-06 Pulak Sarangi , Ryoma Hattori , Takaki Komiyama , Piya Pal

Cost-and-Quality (CQ) controllability in arbitrary-scale super-resolution is crucial. Existing methods predict Fourier components one by one using a recurrent neural network. However, this approach leads to performance degradation and…

计算机视觉与模式识别 · 计算机科学 2025-10-29 Kazutoshi Akita , Norimichi Ukita

Gravitational lens modeling of spatially resolved sources is a challenging inverse problem with many observational constraints and model parameters. We examine established pixel-based source reconstruction algorithms for de-lensing the…

宇宙学与河外天体物理 · 物理学 2015-06-22 Amitpal Tagore , Charles Keeton

Super-resolution (SR) is an ill-posed inverse problem which consists in proposing high-resolution images consistent with a given low-resolution one. While most SR algorithms are deterministic, stochastic SR deals with designing a stochastic…

图像与视频处理 · 电气工程与系统科学 2023-03-06 Emile Pierret , Bruno Galerne

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

Resolution enhancements are often desired in imaging applications where high-resolution sensor arrays are difficult to obtain. Many computational imaging methods have been proposed to encode high-resolution scene information on…

图像与视频处理 · 电气工程与系统科学 2018-10-29 Kevin Beale , Jianbo Chen , Kevin F. Kelly , Justin Romberg

We proposed a method to achieve superresolved optical imaging without beating the diffraction limit of light. This is achieved by magnifying the ideal optical image of the object through higher-order spatial frequency generation while…

光学 · 物理学 2016-08-08 Zhixiang Li , Jianji Liu , Guoquan Zhang