Texture Analysis: A Review of Neurologic MR Imaging Applications

被引:306
作者
Kassner, A. [1 ,2 ]
Thornhill, R. E. [1 ,2 ]
机构
[1] Univ Toronto, Dept Med Imaging, Toronto, ON M5S 3E2, Canada
[2] Hosp Sick Children, Div Physiol & Expt Med, Toronto, ON M5G 1X8, Canada
基金
加拿大健康研究院;
关键词
ACUTE ISCHEMIC-STROKE; MAGNETIC-RESONANCE SPECTROSCOPY; PROGRESSIVE MULTIPLE-SCLEROSIS; BRAIN-TUMOR CHARACTERIZATION; EUROPEAN-ECONOMIC-COMMUNITY; CONCERTED RESEARCH-PROJECT; FOCAL CORTICAL DYSPLASIA; PATTERN-RECOGNITION; TISSUE CHARACTERIZATION; INTRACRANIAL TUMORS;
D O I
10.3174/ajnr.A2061
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Texture analysis describes a variety of image-analysis techniques that quantify the variation in surface intensity or patterns, including some that are imperceptible to the human visual system Texture analysis may be particularly well-suited for lesion segmentation and characterization and for the longitudinal monitoring of disease or recovery We begin this review by outlining the general procedure for performing texture analysis, identifying some potential pitfalls and strategies for avoiding them We then provide an overview of some intriguing neuro-MR imaging applications of texture analysis, particularly in the characterization of brain tumors, prediction of seizures in epilepsy, and a host of applications to MS
引用
收藏
页码:809 / 816
页数:8
相关论文
共 71 条
[1]   THE SENSITIVITY AND SPECIFICITY OF CLINICAL DIAGNOSTICS DURING 5 DECADES - TOWARD AN UNDERSTANDING OF NECESSARY FALLIBILITY [J].
ANDERSON, RE ;
HILL, RB ;
KEY, CR .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 1989, 261 (11) :1610-1617
[2]  
[Anonymous], 1992, CBMS-NSF Reg. Conf. Ser. in Appl. Math
[3]   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
[4]  
Avoli M, 1999, ANN NEUROL, V46, P816, DOI 10.1002/1531-8249(199912)46:6<816::AID-ANA3>3.0.CO
[5]  
2-O
[6]   Neuroimaging of focal malformations of cortical development [J].
Barkovich, AJ ;
Kuzniecky, RI .
JOURNAL OF CLINICAL NEUROPHYSIOLOGY, 1996, 13 (06) :481-494
[7]   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
[8]   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
[9]   Homogeneity of active demyelinating lesions in established multiple sclerosis [J].
Breij, Esther C. W. ;
Brink, Bianca P. ;
Veerhuis, Rob ;
Van den Berg, Christa ;
Vloet, Rianka ;
Yan, Riqiang ;
Dijkstra, Christine D. ;
Van der Valk, Paul ;
Boe, Lars .
ANNALS OF NEUROLOGY, 2008, 63 (01) :16-25
[10]   The use of magnetic resonance imaging to noninvasively detect genetic signatures in oligodendroglioma [J].
Brown, Robert ;
Zlatescu, Magdalena ;
Sijben, Angeliclue ;
Roldan, Gloria ;
Easaw, Jay ;
Forsyth, Peter ;
Parney, Ian ;
Sevick, Robert ;
Yan, Elizabeth ;
Demetrick, Douglas ;
Schiff, David ;
Cairncross, Gregory ;
Mitchel, Ross .
CLINICAL CANCER RESEARCH, 2008, 14 (08) :2357-2362