TY - JOUR AU - Marina Alberti AU - Simone Balocco AU - Xavier Carrillo AU - Josefina Mauri AU - Petia Radeva PY - 2013// TI - Automatic non-rigid temporal alignment of IVUS sequences: method and quantitative validation T2 - UMB JO - Ultrasound in Medicine and Biology SP - 1698-712 VL - 39 IS - 9 KW - Intravascular ultrasound KW - Dynamic time warping KW - Non-rigid alignment KW - Sequence matching KW - Partial overlapping strategy N2 - 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. UR - http://dx.doi.org/10.1016/j.ultrasmedbio.2013.03.005 N1 - MILAB ID - Marina Alberti2013 ER -