AUTOMATIC NON-RIGID TEMPORAL ALIGNMENT OF INTRAVASCULAR ULTRASOUND SEQUENCES: METHOD AND QUANTITATIVE VALIDATION

被引:10
作者
Alberti, Marina [1 ,2 ]
Balocco, Simone [1 ,2 ]
Carrillo, Xavier [3 ]
Mauri, Josepa [3 ]
Radeva, Petia [1 ,2 ]
机构
[1] Univ Barcelona, Dept Appl Math & Anal, Barcelona, Spain
[2] Comp Vis Ctr, Barcelona 08193, Spain
[3] Univ Hosp Germans Trias & Pujol, Badalona, Spain
关键词
Intravascular ultrasound; Dynamic time warping; Non-rigid alignment; Sequence matching; Partial overlapping strategy; CORONARY ATHEROSCLEROSIS; NECROTIC CORE; PLAQUE; IVUS; REGRESSION;
D O I
10.1016/j.ultrasmedbio.2013.03.005
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Clinical studies on atherosclerosis regression/ progression performed by intravascular ultrasound analysis would benefit from accurate alignment of sequences of the same patient before and after clinical interventions and at follow-up. In this article, a methodology for automatic alignment of intravascular ultrasound sequences based on the dynamic time warping technique is proposed. The non-rigid alignment is adapted to the specific task by applying it to multidimensional signals describing the morphologic content of the vessel. Moreover, dynamic time warping is embedded into a framework comprising a strategy to address partial overlapping between acquisitions and a term that regularizes non-physiologic temporal compression/expansion of the sequences. Extensive validation is performed on both synthetic and in vivo data. The proposed method reaches alignment errors of approximately 0.43 mm for pairs of sequences acquired during the same intervention phase and 0.77 mm for pairs of sequences acquired at successive intervention stages. (E-mail: malberti@cvc.uab.es) (C) 2013 World Federation for Ultrasound in Medicine & Biology.
引用
收藏
页码:1698 / 1712
页数:15
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