Texture analysis of medical images

被引:893
作者
Castellano, G [1 ]
Bonilha, L [1 ]
Li, LM [1 ]
Cendes, F [1 ]
机构
[1] Univ Estadual Campinas, Neuroimage Lab, Fac Med Sci, BR-13081970 Campinas, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
images; analysis; processing; diagnostic radiology; magnetic resonance (MR); tissue characterization; computed tomography (CT); ultrasound; (US);
D O I
10.1016/j.crad.2004.07.008
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
The analysis of texture parameters is a useful way of increasing the information obtainable from medical images. It is an ongoing field of research, with applications ranging from the segmentation of specific anatomical structures and the detection of lesions, to differentiation between pathological and healthy tissue in different organs. Texture analysis uses radiological images obtained in routine diagnostic, practice, but involves an ensemble of mathematical computations performed with the data contained within the images. In this article we clarify the principles of texture analysis and give examples of its applications, reviewing studies of the technique. (C) 2004 The Royal College of Radiologists. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:1061 / 1069
页数:9
相关论文
共 27 条
[1]   Automated detection of focal cortical dysplasia lesions using computational models of their MRI characteristics and texture analysis [J].
Antel, SB ;
Collins, DL ;
Bernasconi, N ;
Andermann, F ;
Shinghal, R ;
Kearney, RE ;
Arnold, DL ;
Bernasconi, A .
NEUROIMAGE, 2003, 19 (04) :1748-1759
[2]   Computational models of MRI characteristics of focal cortical dysplasia improve lesion detection [J].
Antel, SB ;
Bernasconi, A ;
Bernasconi, N ;
Collins, DL ;
Kearney, RE ;
Shinghal, R ;
Arnold, DL .
NEUROIMAGE, 2002, 17 (04) :1755-1760
[3]   Texture analysis and morphological processing of magnetic resonance imaging assist detection of focal cortical dysplasia in extra-temporal partial epilepsy [J].
Bernasconi, A ;
Antel, SB ;
Collins, DL ;
Bernasconi, N ;
Olivier, A ;
Dubeau, F ;
Pike, GB ;
Andermann, F ;
Arnold, DL .
ANNALS OF NEUROLOGY, 2001, 49 (06) :770-775
[4]   Texture analysis of hippocampal sclerosis [J].
Bonilha, L ;
Kobayashi, E ;
Castellano, G ;
Coelho, T ;
Tinois, E ;
Cendes, F ;
Li, LM .
EPILEPSIA, 2003, 44 (12) :1546-1550
[5]  
BRACEWELL R, 1999, FOURIER TRANSFORM AP
[6]   Obstructive lung diseases: Texture classification for differentiation at CT [J].
Chabat, F ;
Yang, GZ ;
Hansell, DM .
RADIOLOGY, 2003, 228 (03) :871-877
[7]   Diagnosis of breast tumors with sonographic texture analysis using wavelet transform and neural networks [J].
Chen, DR ;
Chang, RF ;
Kuo, WJ ;
Chen, MC ;
Huang, YL .
ULTRASOUND IN MEDICINE AND BIOLOGY, 2002, 28 (10) :1301-1310
[8]  
Coelho GR, 2003, ARQ NEURO-PSIQUIAT, V61, P83
[9]   Computer-assisted enhanced volumetric segmentation magnetic resonance imaging data using a mixture of artificial neural networks [J].
de Alejo, RP ;
Ruiz-Cabello, J ;
Cortijo, M ;
Rodriguez, I ;
Echave, I ;
Regadera, J ;
Arrazola, J ;
Avilés, P ;
Barreiro, P ;
Gargallo, D ;
Graña, M .
MAGNETIC RESONANCE IMAGING, 2003, 21 (08) :901-912
[10]  
Dougherty, 2003, HANDS MORPHOLOGICAL