Title :
MR contrast synthesis for lesion segmentation
Author :
Roy, Snehashis ; Carass, Aaron ; Shiee, Navid ; Pham, Dzung L. ; Prince, Jerry L.
Author_Institution :
Image Anal. & Commun. Lab., Johns Hopkins Univ., Baltimore, MD, USA
Abstract :
The magnetic resonance contrast of a neuroimaging data set has strong impact on the utility of the data in image analysis tasks, such as registration and segmentation. Lengthy acquisition times often prevent routine acquisition of multiple MR contrast images, and opportunities for detailed analysis using these data would seem to be irrevocably lost. This paper describes an example based approach which uses patch matching from a multiple contrast atlas with the intended goal of generating an alternate MR contrast image, thus effectively simulating alternative pulse sequences from one another. In this paper, we deal specifically with Fluid Attenuated Inversion Recovery (FLAIR) sequence generation from T1 and T2 pulse sequences. The applicability of this synthetic FLAIR for estimating white matter lesions segmentation is demonstrated.
Keywords :
biomedical MRI; image matching; image segmentation; medical image processing; MRI; T1 pulse sequence; T2 pulse sequence; fluid attenuated inversion recovery sequence; image segmentation; magnetic resonance contrast imaging; patch matching; synthetic FLAIR; white matter lesions; Biomedical imaging; Brain; Image analysis; Image resolution; Image segmentation; Image sequence analysis; Lesions; Magnetic resonance; Magnetic resonance imaging; Pulse generation; Classification; Image resolution; Image segmentation; MRI;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location :
Rotterdam
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2010.5490140