Title :
Upsampling dynamic contrast enhanced MRI
Author :
Jafari-Khouzani, Kourosh ; Gerstner, Elizabeth ; Rosen, Bruce ; Kalpathy-Cramer, Jayashree
Author_Institution :
Med. Sch., Dept. of Radiol., Harvard Univ., Boston, MA, USA
Abstract :
Dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) is used to evaluate the vasculature properties of tissues. The resolution of DCE-MRI is limited since the imaging is required to be rapid in order to achieve a reasonable temporal resolution. This limits the accuracy of quantitative analysis of DCE-MRI, in particular, voxel-wise analysis. In this paper, we propose an upsampling technique that uses high-resolution post-Gadolinium T1-weighted image to guide interpolation of DCE-MRI to a higher resolution. Experimental results conducted on brain DCE-MRI of patients with brain tumors show the superiority of the method in comparison with standard interpolation techniques.
Keywords :
biomedical MRI; brain; cancer; image enhancement; image resolution; image sampling; interpolation; medical image processing; tumours; brain DCE-MRI; brain tumors; dynamic contrast-enhanced magnetic resonance imaging; high-resolution post-gadolinium T1-weighted image; quantitative analysis; reasonable temporal resolution; standard interpolation techniques; tissues; upsampling dynamic contrast enhanced MRI; vasculature properties; voxel-wise analysis; Biomedical imaging; Image resolution; Interpolation; Magnetic resonance imaging; Splines (mathematics); Standards; Tumors; Interpolation; dynamic contrast-enhanced magnetic resonance imaging; super-resolution; upsampling;
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
DOI :
10.1109/ISBI.2015.7164047