A Statistical Multiresolution Strategy for Image Reconstruction

被引：0

作者：

Frick, Klaus ^{[1
]}

Marnitz, Philipp ^{[1
]}

机构：

[1] Univ Gottingen, Inst Math Stochast, D-37077 Gottingen, Germany

来源：

SCALE SPACE AND VARIATIONAL METHODS IN COMPUTER VISION | 2012年 / 6667卷

关键词：

statistical multiresolution; extreme-value statistics; total-variation regularization; statistical inverse problems; statistical imaging; TOTAL VARIATION MINIMIZATION; SADDLE-POINT PROBLEMS; REGULARIZATION; RESTORATION; ALGORITHMS;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper we present a fully data-driven and locally-adaptive method for image reconstruction that is based on the concept of statistical multiresolution estimation as introduced in [1]. It constitutes a statistical regularization technique that uses a l(infinity)-type distance measure as data fidelity combined with a convex cost functional. The resulting convex optimization problem is approached by a combination of an inexact augmented Lagrangian method and Dykstra's projection algorithm.

引用

下载

页码：74 / 85

页数：12

共 50 条

[31] A SIMPLE STATISTICAL PROJECT - IMAGE-RECONSTRUCTION
YU, PLH
AMERICAN STATISTICIAN, 1994, 48 (01): : 30 - 34
[32] Pixon-based multiresolution image reconstruction and the quantification of picture information content
Puetter, RC
INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 1995, 6 (04) : 314 - 331
[33] Iterative multiresolution algorithm for image reconstruction from the magnitude of its Fourier transform
Rabadi, WA
Myler, HR
Weeks, AR
OPTICAL ENGINEERING, 1996, 35 (04) : 1015 - 1024
[34] DRMNet: Difference Image Reconstruction Enhanced Multiresolution Network for Optical Change Detection
Chouhan, Avinash
Sur, Arijit
Chutia, Dibyajyoti
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2022, 15 : 4014 - 4026
[35] Evolved multiresolution analysis transforms for improved image compression and reconstruction under quantization
Babb, Brendan J.
Moore, Frank W.
Marshall, Pat
2007 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN IMAGE AND SIGNAL PROCESSING, 2007, : 202 - +
[36] Multiresolution image modelling
Univ of Warwick, Coventry, United Kingdom
Electronics and Communication Engineering Journal, 1997, 9 (02): : 90 - 96
[37] Multiresolution image modelling
Wilson, R
ELECTRONICS & COMMUNICATION ENGINEERING JOURNAL, 1997, 9 (02): : 90 - 96
[38] Multiresolution image sensor
Kemeny, SE
Panicacci, R
Pain, B
Matthies, L
Fossum, ER
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1997, 7 (04) : 575 - 583
[39] Robust Image Reconstruction Strategy for Multiscalar Holotomography
Ullherr, Maximilian
Diez, Matthias
Zabler, Simon
JOURNAL OF IMAGING, 2022, 8 (02)
[40] List-Mode Wavelet-Based Multiresolution Image Reconstruction for Compton Imaging
Frandes, Mirela
Maxim, Voichita
Prost, Remy
2009 IEEE NUCLEAR SCIENCE SYMPOSIUM CONFERENCE RECORD, VOLS 1-5, 2009, : 3781 - 3785

← 1 2 3 4 5 →