Title :
Computer aided diagnosis for lung CT using artificial life models
Author :
Cheran, Sorin Cristian ; Gargano, Gianfranco
Author_Institution :
Ist. Nazionale di Fisica Nucleare, Torino, Italy
Abstract :
With the present paper we introduce a new computer assisted detection method for lung cancer from CT images. The algorithm is based on different algorithms like: 3D region growing, active contour and shape models, centre of maximal balls but we can say that at the core of our approach are the biological models of ants also known as artificial life models. In the first step of the algorithm the images are undergoing a 3D region growing for identifying the ribcage. Once the ribcage is identified an active contour is used in order to build a confined area for the incoming ants that are deployed to make clean and accurate reconstruction of the bronchial and vascular tree. Next the branches of the newly reconstructed trees are checked to see whether they include nodules or not by using active shape models and to also to see if there are any nodules attached to the pleura of the lungs (centre of maximal balls). The next step is to remove the trees in order to provide a cleaner algorithm for localizing the nodules which is achieved by applying snakes and dot enhancement algorithms.
Keywords :
artificial life; cancer; computerised tomography; image enhancement; image reconstruction; lung; medical image processing; 3D region growing; active contour; artificial life models; biological ant models; bronchial tree reconstruction; centre of maximal balls; computer aided diagnosis; lung CT; lung cancer detection; shape models; snakes and dot enhancement algorithm; Active contours; Active shape model; Biological system modeling; Cancer; Computed tomography; Computer aided diagnosis; Distributed databases; Image databases; Image reconstruction; Lungs;
Conference_Titel :
Symbolic and Numeric Algorithms for Scientific Computing, 2005. SYNASC 2005. Seventh International Symposium on
Print_ISBN :
0-7695-2453-2
DOI :
10.1109/SYNASC.2005.28