FUSION OF MAGNETIC RESONANCE AND ULTRASOUND IMAGES: A PRELIMINARY STUDY ON SIMULATED DATA

被引:0
|
作者
El Mansouri, Oumaima [1 ,2 ]
Basarab, Adrian [2 ]
Vidal, Fabien [2 ,3 ]
Kouame, Denis [2 ]
Toumeret, Jean-Yves [1 ]
机构
[1] Univ Toulouse, IRIT INP ENSEEIHT, F-31071 Toulouse 7, France
[2] Univ Toulouse, Univ Paul Sabatier, IRIT, CNRS UMR 5505, Toulouse, France
[3] CHU Toulouse, Obstet Gynecol Dept, Paule de Viguier Hosp, F-31059 Toulouse, France
关键词
Fusion MRI and ultrasound; super-resolution; despeckling; alternating direction method of multipliers; total variation regularization;
D O I
10.1109/isbi.2019.8759524
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We propose a new fusion method for magnetic resonance imaging (MRI) and ultrasound (US) data combining two inverse problems: MRI reconstruction using super-resolution and US image despeckling, using a model relating the two modalities through an unknown polynomial function. We demonstrate the accuracy of the proposed fusion algorithm by quantitative and qualitative evaluation using synthetic data. The resulting fused image is shown to have an improved signal to noise ratio and spatial resolution compared to the native MRI and US images.
引用
收藏
页码:1733 / 1736
页数:4
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