Motion-based Temporal Interpolations of Power Doppler Ultrasound

被引:0
|
作者
Biberger, Simon [1 ,2 ]
Kirisits, Clemens [1 ]
Wallinger, Christian [3 ]
Buckton, Daniel [3 ]
Scherzer, Otmar [1 ,2 ,4 ]
机构
[1] Univ Vienna, Fac Math, Oskar Morgenstern Pl 1, A-1090 Vienna, Austria
[2] Christian Doppler Lab Math Modeling & Simulat Nex, Oskar Morgenstern Pl 1, A-1090 Vienna, Austria
[3] GE Healthcare Austria, Womens Hlth Ultrasound, Tiefenbach 15, A-4871 Zipf, Austria
[4] Johann Radon Inst Computat & Appl Math, Altenbergerstr 69, A-4040 Linz, Austria
关键词
temporal interpolation; power Doppler ultrasound; motion estimation; visual quality; OPTICAL-FLOW; COMPUTATION;
D O I
10.1117/12.3006736
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Power Doppler ultrasound (PD-US) is used for visualizing and diagnosing blood circulation, yet its insufficient frame rate presents a significant challenge for practitioners. To increase the frame rate, we investigate three existing motion-based interpolation methods and find they perform better than linear interpolation but can not provide medically consistent temporal interpolations for PD-US. We address these limitations by proposing a method to detect and correct interpolation error-affected regions in temporal interpolations through differences in extrapolation matchings, motion smoothness and motion variance. We validate our approach using clinical obstetric data.
引用
收藏
页数:9
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