A general axiomatic system for image resolution quantification

被引:2
作者
Jiang, M
Wang, G
Ma, XM
机构
[1] Peking Univ, LMAM, Sch Math Sci, Beijing 100871, Peoples R China
[2] Univ Iowa, CT Micro CT Lab, Dept Radiol, Iowa City, IA 52242 USA
[3] Univ Iowa, CT Micro CT Lab, Dept Biomed Engn, Iowa City, IA 52242 USA
[4] Univ Iowa, CT Micro CT Lab, Dept Math, Iowa City, IA 52242 USA
[5] Peking Univ, Ctr Environm Sci, Beijing 100871, Peoples R China
基金
中国国家自然科学基金;
关键词
imaging system; point spread function (PSF); image resolution; arithmetic mean; geometric mean;
D O I
10.1016/j.jmaa.2005.10.039
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we generalize our previously published axiom system for quantification of image resolution and prove that any resolution measure consistent with the new axiom system must be a homogeneous symmetric function of order 1/2 of the eigenvalues of the covariance matrix of the PSF. We demonstrate that the previous axiom system is not consistent with the affine transformation axiom. We propose a weak combination axiom to replace the previous strong combination axiom and use it to solve this conflict. It is remarkable that the original finding in one-dimension by Wang and Li can be easily rediscovered with aid of the weak combination axiom, instead of using the previous strong combination axiom. If the previous axiom system is modified with the weak combination axiom and augmented with the affine transformation axiom, the resolution measure is shown to be proportional to the squared root of the geometric mean of the eigenvalues of the covariance matrix of the PSF. Relevant discussions and possible extensions are also provided. (c) 2005 Elsevier Inc. All rights reserved.
引用
收藏
页码:462 / 473
页数:12
相关论文
共 18 条
[1]  
BLUMENFELD SM, 1981, RADIOLOGY SKULL BRAI, V5
[2]  
Born M., 1999, PRINCIPLES OPTICS
[3]  
Cho Z.-H., 1993, FDN MED IMAGING
[4]  
Doré S, 1997, P ANN INT IEEE EMBS, V19, P788, DOI 10.1109/IEMBS.1997.757757
[5]  
Folland G.B., 1984, REAL ANAL MODERN TEC
[6]   Blind deblurring of spiral CT images - comparative studies on edge-to-noise ratios [J].
Jiang, M ;
Wang, G ;
Skinner, MW ;
Rubinstein, JT ;
Vannier, MW .
MEDICAL PHYSICS, 2002, 29 (05) :821-829
[7]   Blind deblurring of spiral CT images [J].
Jiang, M ;
Wang, G ;
Skinner, MW ;
Rubinstein, JT ;
Vannier, MW .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2003, 22 (07) :837-845
[8]   Spatial variation of resolution and noise in multi-detector row spiral CT [J].
Meinel, JF ;
Wang, G ;
Jiang, M ;
Frei, T ;
Vannier, M ;
Hoffman, E .
ACADEMIC RADIOLOGY, 2003, 10 (06) :607-613
[9]   A SIMPLIFIED APPROACH FOR MODULATION TRANSFER-FUNCTION DETERMINATIONS IN COMPUTED-TOMOGRAPHY [J].
NICKOLOFF, EL ;
RILEY, R .
MEDICAL PHYSICS, 1985, 12 (04) :437-442
[10]   Axiomatic quantification of multidimensional image resolution [J].
O'Sullivan, JA ;
Jiang, M ;
Ma, XM ;
Wang, G .
IEEE SIGNAL PROCESSING LETTERS, 2002, 9 (04) :120-122