Title :
Precise spatial normalization through novel neonatal brain MRI and CT atlas templates
Author :
Dastjerdi, Omid Mehdizadeh ; Moghaddam, Hamid Abrishami ; wallois, fabrice ; Grebe, Reinhard
Author_Institution :
Khaje Nasir Toosi Univ. of Technol., Tehran, Iran
Abstract :
The assessment of brain development is indubitably of critical importance specifically in the first two years of life. In comparison with the developments of other organs, the process of brain maturation from birth to two years of life is very meteoric. As a result of the complications of the study of the newborn brain, scarce researches have been done in this field. Spatial normalization, which modifies individual brain shape to match a reference space, is a necessary step in group level statistical analysis. In this paper, at first, we suggest a new approach for enhancing the normalization of CT scans to a reference space. We then explain our steps towards creating MR and CT atlases. Afterwards, we utilize 13 and 9 high resolution neonatal MR and CT scans to construct atlases based on our suggested methods. These scans are captured from a group of new-borns with gestational ages between 39 and 40 weeks at the time of exam. We subsequently demonstrate the created multimodal atlas. Finally, we discuss the results of qualitative and quantitative assessment of our multimodal atlas, for example, through anatomical local deviations.
Keywords :
biomedical MRI; brain; computerised tomography; data acquisition; data analysis; geometry; image matching; image resolution; medical image processing; neurophysiology; paediatrics; statistical analysis; visual databases; CT scan normalization; anatomical local deviation; brain development assessment; brain maturation; brain shape modification; group level statistical analysis; image resolution; multimodal atlas assessment; neonatal CT scan capture; neonatal MR scan capture; neonatal brain CT atlas template; neonatal brain MRI atlas template; new born gestational age; newborn brain; precise spatial normalization; qualitative assessment; quantitative assessment; reference space matching; Brain; Computed tomography; Educational institutions; Head; Pediatrics; Sociology; Statistics; computed tomography scans; magnetic resonance scans; neonatal brain atlases; normalization;
Conference_Titel :
Computer and Knowledge Engineering (ICCKE), 2014 4th International eConference on
Conference_Location :
Mashhad
Print_ISBN :
978-1-4799-5486-5
DOI :
10.1109/ICCKE.2014.6993454