DocumentCode :
1857542
Title :
Epiphysis and Metaphysis Extraction and Classification by Adaptive Thresholding and DoG Filtering for Automated Skeletal Bone Age Analysis
Author :
Giordano, D. ; Leonardi, R. ; Maiorana, F. ; Scarciofalo, G. ; Spampinato, C.
Author_Institution :
Univ. of Catania, Catania
fYear :
2007
fDate :
22-26 Aug. 2007
Firstpage :
6551
Lastpage :
6556
Abstract :
The aim of this work is to develop an automated system for skeletal bone age evaluation. Skeletal bone age assessment is a common and time-consuming task in pediatric radiology. We describe a system that implements the EMROI (epiphyseal/metaphyseal region of interest) extraction method by image processing techniques. Each EMROI is localized on the image, by using an analysis of its gray levels. Then the bones in the EMROI are extracted by using the DoG (difference of Gaussians) filter and enhanced using a novel adaptive thresholding obtained by histogram processing. Finally, the main features of these bones are extracted for the stage TW2 (tanner whitehouse) evaluation. Results obtained on a sample of 20 X-rays are discussed. With respect to the other existing automated approaches to compute the bone age, the proposed method requires less user feedback on system´s settings and is very versatile since it doesn´t depend strongly on features of the X-ray acquisition.
Keywords :
X-ray imaging; adaptive signal processing; biomedical imaging; bone; image classification; medical image processing; Difference of Gaussians filter; Tanner Whitehouse method; X-ray acquisition; adaptive thresholding; automated skeletal bone age analysis; epiphysis extraction; gray levels; histogram processing; image processing techniques; metaphysis extraction; Adaptive filters; Bones; Feedback; Filtering; Gaussian processes; Histograms; Image analysis; Image processing; Radiology; X-rays; Age Determination by Skeleton; Bone and Bones; Child; Child, Preschool; Hand; Humans; Infant; Radiographic Image Interpretation, Computer-Assisted;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location :
Lyon
ISSN :
1557-170X
Print_ISBN :
978-1-4244-0787-3
Type :
conf
DOI :
10.1109/IEMBS.2007.4353861
Filename :
4353861
Link To Document :
بازگشت