Title :
Extraction of brain regions for image diagnosis of Alzheimer-type Dementia based on atrophy progress speeds
Author :
Ito, Momoyo ; Sato, Kazuhito ; Namura, Ikuro ; Fukumi, Minoru
Author_Institution :
Inst. of Technol. & Sci., Univ. of Tokushima, Tokushima, Japan
fDate :
Oct. 30 2010-Nov. 6 2010
Abstract :
We constructed an image diagnosis support system for Alzheimer-type Dementia that extracts temporal lobe regions and an intracranial region as regions of interest (ROI) from a T2-weighted MR frontal image and uses the cerebral atrophy rates at the ROI. In this paper, we specifically discuss extraction of brain regions and diagnosis support information based on atrophy speeds of the ROI. The proposed method comprises of three steps. Step 1: A first contour that approximates a shape of the temporal lobe region to a triangle is set and Balloon model is applied. Step 2: A temporal lobe AAM is constructed and it is applied to the result obtained in Step 1. Step 3: Intracranial region is extracted using temporal lobe regions detected in Step 2. We demonstrate the potential of our method using actual diagnosis images. Additionally, we calculate atrophy rates of the ROI to consider a possibility for diagnosis of ATD using atrophy progress speeds of the ROI.
Keywords :
biomedical MRI; brain; diseases; feature extraction; medical image processing; physiological models; Alzheimer-type dementia; Balloon model; T2-weighted MR frontal image; atrophy progress speeds; brain region extraction; diagnosis support information; image diagnosis; image diagnosis support system; intracranial region; temporal lobe regions; Active appearance model; Atrophy; Brain modeling; Dementia; Shape; Temporal lobe; Alzheimer-type dementia; Brain region extraction; Deformable models; MRI; T2;
Conference_Titel :
Nuclear Science Symposium Conference Record (NSS/MIC), 2010 IEEE
Conference_Location :
Knoxville, TN
Print_ISBN :
978-1-4244-9106-3
DOI :
10.1109/NSSMIC.2010.5874476