Title :
Semi-automatic 3D construction of liver using single view CT images
Author :
Parmar, Hersh J. ; Ramakrishnan, S.
Author_Institution :
Dept. of Appl. Mech., Indian Inst. of Technol. Madras, Chennai, India
Abstract :
Liver is the largest and most important organ within the human body. It is important to detect if any abnormality lies in the liver and aid surgeons in their planning before performing the surgery. In our work, we segment the liver from CT images using the distance regularized edge based level set method and demonstrate the application of the developed algorithm in performing 3D construction of liver using only the axial slices from the abdominal CT scan. The 3D construction of liver is achieved by stacking the evolved contours of individual slices over one another. The initialization is done by evolving the initial input contour to the liver boundaries. The above resulting contour then behaves as the initial contour for the adjacent slices, thereby making this process a semi-automatic one. By controlling certain parameters such as the number of iterations, standard deviation and window size of the Gaussian blurring kernel an optimal segmentation result can be generated and no interfacing with third party toolkit is required.
Keywords :
Gaussian processes; computerised tomography; diagnostic radiography; edge detection; image segmentation; iterative methods; liver; medical image processing; Gaussian blurring kernel window size; abdominal CT scan; axial slices; distance regularized edge based level set method; iterations; liver; liver boundaries; optimal segmentation; semiautomatic 3D construction; single view CT images; standard deviation; Computed tomography; Image edge detection; Image segmentation; Level set; Liver; Three dimensional displays; 3D; CT; axial slices; construction; level set; liver; segmentation; semi-automatic;
Conference_Titel :
Bioengineering Conference (NEBEC), 2012 38th Annual Northeast
Conference_Location :
Philadelphia, PA
Print_ISBN :
978-1-4673-1141-0
DOI :
10.1109/NEBC.2012.6207011