DocumentCode
2488648
Title
3D measurements for tumours malignancies early diagnosis
Author
Bevilacqua, Vitoantonio ; Notarnicola, Marianna ; De Tommaso, Emanuela ; Filograno, Giuseppe ; Mastronardi, Giuseppe ; Gargano, Gianfranco ; Bellotti, Roberto
Author_Institution
Dipt. di Elettrotec. ed Elettron., Politec. di Bari, Bari, Italy
fYear
2011
fDate
30-31 May 2011
Firstpage
18
Lastpage
23
Abstract
Several medical studies have shown that tumor malignancy can be evaluated by two different measurements concerning to the volumetric growth of tumors and the irregularities of their surfaces. Today Doubling Time (DT) is widely used for quantification of tumor growth rate, but may not be appropriate for some tumors, because it does not concern to the fact that benign tumors are expansive, while malignant ones are infiltrative. This work is then focused on: 3D rendering of tumor, reconstruction of a synthetic model that approximates its shape, and extraction of geometric features that can attest malignancy both in terms of volumes and of a proposal of new irregularity indexes. In particular, we refer to colorectal and lung cancers and then present the description and the implementation of a new software. This paper is organized as follows: description of tumor segmentation from a dataset of Computer Tomography (CT) axial slices, 3D tumor reconstruction, Genetic Algorithm synthetic model implementation and evaluation of regularity of tumor shape.
Keywords
cancer; computerised tomography; feature extraction; image reconstruction; image segmentation; lung; medical image processing; tumours; 3D measurements; 3D tumor reconstruction; axial slices; benign tumors; colorectal cancer; computer tomography; doubling time; genetic algorithm synthetic model; geometric feature extraction; irregularity indexes; lung cancer; synthetic model reconstruction; tumor growth rate; tumor segmentation; tumor shape; tumour malignancies; volumetric growth; Approximation methods; Cancer; Ellipsoids; Image segmentation; Lungs; Three dimensional displays; Tumors; 3D Rendering; Colon CT; Doubling Time; Ellipsoidal Model; Features extraction; GENOCOP III; Genetic Algorithm Constrained Optimization Problem; Image processing; Lung CT; Medical Imaging; Segmentation; Spherical Model; Tumor model;
fLanguage
English
Publisher
ieee
Conference_Titel
Medical Measurements and Applications Proceedings (MeMeA), 2011 IEEE International Workshop on
Conference_Location
Bari
Print_ISBN
978-1-4244-9336-4
Type
conf
DOI
10.1109/MeMeA.2011.5966769
Filename
5966769
Link To Document