Title :
A fully automatic algorithm for contour detection of bones in hand radiographs using active contours
Author :
De Luis-Garcia, Rodrigo ; Martin-Fernández, Marcos ; Arribas, Juan Ignacio ; Alberola-López, Carlos
Author_Institution :
Departamento de Teoria de la SEnal y Comunicaciones e Ingenieria Telematica, Valladolid Univ., Spain
Abstract :
This paper presents an algorithm for automatically detecting bone contours from hand radiographs using active contours. Prior knowledge is first used to locate initial contours for the snakes inside each bone of interest. Next, an adaptive snake algorithm is applied so that parameters are properly adjusted for each bone specifically. We introduce a novel truncation technique to prevent the external forces of the snake from pulling the contour outside the bones boundaries, yielding excellent results.
Keywords :
bone; diagnostic radiography; medical image processing; object detection; active contours; adaptive snake algorithm; bones contour detection; fully automatic algorithm; hand radiographs; prior knowledge; Active contours; Automation; Bones; Humans; Image edge detection; Pediatrics; Performance analysis; Radiography; Radiology; Shape;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1247271