A comparative approach of four different image registration techniques for quantitative assessment of coronary artery calcium lesions using intravascular ultrasound

被引:33
作者
Araki, Tadashi [1 ]
Ikeda, Nobutaka [2 ]
Dey, Nilanjan [3 ]
Chakraborty, Sayan [3 ]
Saba, Luca [4 ]
Kumar, Dinesh [5 ]
Cuadrado Godia, Elisa [6 ]
Jiang, Xiaoyi [7 ]
Gupta, Ajay [8 ]
Radeva, Petia [9 ,10 ]
Laird, John R. [11 ]
Nicolaides, Andrew [12 ,13 ]
Suri, Jasjit S. [3 ,5 ,14 ]
机构
[1] Toho Univ, Ohashi Med Ctr, Div Cardiovasc Med, Meguro Ku, Tokyo, Japan
[2] Ctr Global Hlth & Med NCGM, Div Cardiovasc Med, Shinjuku Ku, Tokyo, Japan
[3] Global Biomed Technol Inc, Point Care Devices, Roseville, CA USA
[4] Univ Cagliari, AOU, I-09054 Cagliari, Italy
[5] AtheroPoint LLC, Stoke Screening & Monitoring Div, Roseville, CA 95661 USA
[6] Hosp Mar, IMIM, Barcelona, Spain
[7] Univ Munster, Dept Comp Sci, D-48149 Munster, Germany
[8] New York Presbyterian Hosp, Weill Cornell Med Coll, Dept Radiol, New York, NY USA
[9] Univ Barcelona, CVC, MILab, Barcelona, Spain
[10] Univ Barcelona, Appl Math & Anal Dept, Barcelona, Spain
[11] Univ Calif Davis, Vasc Ctr, Davis, CA 95616 USA
[12] Vasc Screening & Diagnost Ctr, London, England
[13] Univ Cyprus, Dept Biol Sci, Nicosia, Cyprus
[14] Idaho State Univ, Elect Engn Dept Affl, Pocatello, ID 83209 USA
关键词
IVUS; Motion; Registration; MUTUAL-INFORMATION; ANGIOGRAPHY;
D O I
10.1016/j.cmpb.2014.11.006
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In IVUS imaging, constant linear velocity and a constant angular velocity of 1800 rev/min causes displacement of the calcium in subsequent image frames. To overcome this error in intravascular ultrasound video, IVUS image frames must be registered prior to the lesion quantification. This paper presents a comprehensive comparison of four registration methods, namely: Rigid, Affine, B-Splines and Demons on five set of calcium lesion quantification parameters namely: (i) the mean lesion area, (ii) mean lesion arc, (iii) mean lesion span, (iv) mean lesion length, and (v) mean lesion distance from catheter. Using our IRB approved data of 100 patient volumes, our results shows that all four registrations showed a decrease in five calcium lesion parameters as follows: for Rigid registration, the values were: 4.92%, 5.84%, 5.89%, 5.27%, and 4.57%, respectively, for Affine registration the values were: 6.06%, 6.51%, 7.28%, 6.50%, and 5.94%, respectively, for B-Splines registration the values were: 7.35%, 8.03%, 9.54%, 8.18%, and 7.62%, respectively, and for Demons registration the five parameters were 7.32%, 8.02%, 10.11%, 7.94%, and 8.92% respectively. The relative overlap of identified lesions decreased by 5.91% in case of Rigid registration, 6.23% in case of Affine registration, 4.48% for Demons registration, whereas it increased by 3.05% in case of B-Splines registration. Rigid and Affine transformation-based registration took only 0.1936 and 0.2893 s per frame, respectively. Demons and B-Splines framework took only 0.5705 and 0.9405 s per frame, respectively, which were significantly slower than Rigid and Affine transformation based image registration. Published by Elsevier Ireland Ltd.
引用
收藏
页码:158 / 172
页数:15
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