Pocket guide to solve inverse problems with GlobalBioIm

被引：36

作者：

Soubies, Emmanuel ^{[1
]}

Soulez, Ferreol ^{[2
]}

McCann, Michael T. ^{[1
]}

Thanh-an Pham ^{[1
]}

Donati, Laurene ^{[1
]}

Debarre, Thomas ^{[1
]}

Sage, Daniel ^{[1
]}

Unser, Michael ^{[1
]}

机构：

[1] Ecole Polytech Fed Lausanne, Biomed Imaging Grp, Lausanne, Switzerland

[2] Univ Lyon 1, Univ Lyon, CNRS, Ctr Rech Astrophys Lyon UMR5574, F-69230 St Genis Laval, France

来源：

INVERSE PROBLEMS | 2019年 / 35卷 / 10期

基金：

欧洲研究理事会;

关键词：

inverse problems; image reconstruction; software; IMAGE-RECONSTRUCTION; ALGORITHM; RECOVERY; SOFTWARE; TOOLBOX;

D O I：

10.1088/1361-6420/ab2ae9

中图分类号：

O29 [应用数学];

学科分类号：

070104 ;

摘要：

GlobalBioIm is an open-source MATLAB (R) library for solving inverse problems. The library capitalizes on the strong commonalities between forward models to standardize the resolution of a wide range of imaging inverse problems. Endowed with an operator-algebra mechanism, GlobalBioIm allows one to easily solve inverse problems by combining elementary modules in a lego-like fashion. This user-friendly toolbox gives access to cutting-edge reconstruction algorithms, while its high modularity makes it easily extensible to new modalities and novel reconstruction methods. We expect GlobalBioIm to respond to the needs of imaging scientists looking for reliable and easy-to-use computational tools for solving their inverse problems. In this paper, we present in detail the structure and main features of the library. We also illustrate its flexibility with examples from multichannel deconvolution microscopy.

引用

页数：20

共 50 条

[1] Using genetic algorithms to solve inverse problems
Wang, Q.J.
[J]. International Journal of Modelling and Simulation, 1999, 19 (04): : 323 - 328
[2] Troubleshooting guide aims to solve DeviceNet problems
不详
[J]. CONTROL ENGINEERING, 2000, 47 (10) : 55 - 55
[3] Learning to Solve Problems: An Instructional Design Guide
Clark, Pat
[J]. JOURNAL OF FOOD SCIENCE EDUCATION, 2007, 6 (03): : 41 - 41
[4] A vector regularization method to solve linear inverse problems
Liu, Chein-Shan
[J]. INVERSE PROBLEMS IN SCIENCE AND ENGINEERING, 2014, 22 (05) : 765 - 786
[5] A fast new method to solve inverse scattering problems
Potthast, R
[J]. INVERSE PROBLEMS, 1996, 12 (05) : 731 - 742
[6] Fast new method to solve inverse scattering problems
Potthast, R.
[J]. Inverse Problems, 1996, 12 (05):
[7] Use of MTANN systems to solve inverse ENDE problems
Ioan, D
Duca, A
[J]. ELECTROMAGNETIC NONDESTRUCTIVE EVALUATION (IV), 2000, 17 : 159 - 166
[8] Using Maple for symbolic differentiation to solve inverse problems
Jegou, S
[J]. MAPLETECH, 1997, 4 (02): : 32 - 40
[9] A general algorithm to solve linear and nonlinear inverse problems
Lemes, N. H. T.
Borges, E.
Braga, J. P.
[J]. JOURNAL OF THE BRAZILIAN CHEMICAL SOCIETY, 2007, 18 (07) : 1342 - 1347
[10] Learning to Solve Inverse Problems for Perceptual Sound Matching
Han, Han
Lostanlen, Vincent
Lagrange, Mathieu
[J]. IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2024, 32 (2605-2615) : 2605 - 2615

← 1 2 3 4 5 →