Angle Images using Gabor Filters in Cardiac Tagged MRI

被引:0
作者
Barajas, Joel [1 ]
Garcia-Barnes, Jaume [1 ]
Carreras, Francesc [1 ]
Pujadas, Sandra [1 ]
Radeva, Petia [1 ]
机构
[1] CICATA IPN, Queretaro, Mexico
来源
ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT | 2005年 / 131卷
关键词
Tagged MRI; Gabor Filters; Angle Images; HARP;
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
Tagged Magnetic Resonance Imaging (MRI) is a non invasive technique used to examine cardiac deformation in vivo An Angle Image is a representation of a Tagged MRI which recovers the relative position of the tissue respect to the distorted tags Thus cardiac deformation can be estimated This paper describes a new approach to generate Angle Images using a bank of Gabor filters in short axis cardiac Tagged MRI Our method improves the Angle Images obtained by global techniques like HARP with a local frequency analysis We propose to use the phase response of a combination of a Gabor filters bank and use it to find a more precise deformation of the left ventricle We demonstrate the accuracy of our method over HARP by several experimental results
引用
收藏
页码:107 / 114
页数:8
相关论文
共 50 条
[41]   Rail Defect Detection using Gabor filters with Texture Analysis [J].
Vijaykumar, V. R. ;
Sangamithirai, S. .
2015 3RD INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, COMMUNICATION AND NETWORKING (ICSCN), 2015,
[42]   Defect detection in coloured texture surfaces using Gabor filters [J].
Tsai, DM ;
Lin, CP ;
Huang, KT .
IMAGING SCIENCE JOURNAL, 2005, 53 (01) :27-37
[43]   Patch based yarn defect detection using Gabor filters [J].
Bissi, L. ;
Baruffa, G. ;
Placidi, P. ;
Ricci, E. ;
Scorzoni, A. ;
Valigi, P. .
2012 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE (I2MTC), 2012, :240-244
[44]   Face recognition using Gabor filters, PCA and Neural Networks [J].
Slavkovic, M. ;
Reljin, B. ;
Gavrovska, A. ;
Milivojevic, M. .
2013 20TH INTERNATIONAL CONFERENCE ON SYSTEMS, SIGNALS AND IMAGE PROCESSING (IWSSIP 2013), 2013, :35-38
[45]   Blood Vessels Detection and Segmentation in Retina using Gabor Filters [J].
Farokhian, Farnaz ;
Demirel, Hasan .
2013 10TH INTERNATIONAL CONFERENCE ON HIGH CAPACITY OPTICAL NETWORKS AND ENABLING TECHNOLOGIES (HONET-CNS), 2013, :104-108
[46]   Ear Recognition Based on Supervised Learning Using Gabor Filters [J].
Xiao, Yongliang ;
Zhu, Shaoping .
APPLIED MECHANICS AND MECHANICAL ENGINEERING, PTS 1-3, 2010, 29-32 :1127-1132
[47]   Strain contouring using gabor filters: filter bank design [J].
Wang, J ;
Chen, W ;
Asundi, A .
THIRD INTERNATIONAL CONFERENCE ON EXPERIMENTAL MECHANICS, 2002, 4537 :337-340
[48]   FAST SURFACE DEFECT DETECTION USING IMPROVED GABOR FILTERS [J].
Ma, Jiaxu ;
Wang, Yuxi ;
Shi, Chen ;
Lu, Cewu .
2018 25TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2018, :1508-1512
[49]   Hardware Accelerator using Gabor Filters for Image Recognition Applications [J].
Cappetta, Carmine ;
Licciardo, Gian Domenico ;
Di Benedetto, Luigi .
2017 INTERNATIONAL SYMPOSIUM ON SIGNALS, CIRCUITS AND SYSTEMS (ISSCS), 2017,
[50]   Automatic texture characterization using Gabor filters and neurofuzzy computing [J].
Paniagua, Beatriz ;
Vega-Rodriguez, Miguel A. ;
Gomez-Pulido, Juan A. ;
Sanchez-Perez, Juan M. .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2011, 52 (1-4) :15-32