Title :
Temporal segmentation of lung region from MRI sequences using multiple active contours
Author :
Tavares, Renato Seiji ; Chirinos, José Miguel Manzanares ; Abe, Leonardo Ishida ; Gotoh, Toshiyuki ; Kagei, Seiichiro ; Iwasawa, Tae ; de Sales Guerra Tsuzuki, Marcos
Author_Institution :
Comput. Geometry Lab., Sao Paulo Univ., São Paulo, Brazil
fDate :
Aug. 30 2011-Sept. 3 2011
Abstract :
Segmentation of the lung is particularly difficult because of the large variation in image quality. A modified Hough transform in combination with a mask creation algorithm can robustly determine synchronous respiratory patterns. The synchronicity restriction is relaxed by applying a greedy active contour algorithm. The respiratory patterns define a point cloud near the lung region boundary representing a subjective contour. The gravitation vector field (GVF) active contour algorithm is used to create an initial segmentation exclusively based on the point cloud. A final active contours algorithm is executed to adjust the boundary to the images. The algorithm was tested with healthy subjects and COPD patients, and the result was checked through temporal registration of coronal and sagittal images.
Keywords :
Hough transforms; biomedical MRI; image registration; image segmentation; lung; medical image processing; motion compensation; COPD patients; GVF; MRI sequences; coronal image temporal registration; gravitation vector field; greedy active contour algorithm; image quality variation; lung region boundary; lung region temporal segmentation; mask creation algorithm; modified Hough transform; multiple active contours; sagittal image temporal registration; subjective contour; synchronicity restriction; synchronous respiratory patterns; Active contours; Image edge detection; Image segmentation; Lungs; Motion segmentation; Transforms; Vectors; Algorithms; Humans; Image Processing, Computer-Assisted; Lung; Magnetic Resonance Imaging; Respiration;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6091969