Title :
Graph-based multi-scale analysis of plates and rods in human trabecular bone
Author :
Dias, Jérôme ; Valette, Sébastien ; Dardenne, Julien ; Prost, Rémy ; Peyrin, Françoise
Author_Institution :
CREATIS, Univ. de Lyon, Lyon, France
Abstract :
Trabecular bone is made of a complex network of plate and rod structures, the proportion of which evolves with age or disease. Thus the identification of trabecular plates and rods is important in understanding bone fragility. We propose a novel approach based on 3D multi-scale adjacency graph analysis of high resolution 3D tomographic images of bone structures. The purpose of this new method is to classify each voxel of the 3D images in two classes: plate and rod voxels. We show that the use of a multi-scale framework is very efficient at detecting rods with different sizes. We present applications of our method to both synthetic images and experimental bone synchrotron radiation micro-CT images.
Keywords :
bone; computerised tomography; graph theory; image classification; image resolution; plates (structures); rods (structures); 3D image voxel classification; 3D multiscale adjacency graph analysis; bone fragility; bone structure; bone synchrotron radiation micro-CT image; graph-based multiscale analysis; high resolution 3D tomographic image; human trabecular bone; multiscale framework; plate voxel; rod voxel; synthetic image; trabecular plate structure; trabecular rod structure; Algorithm design and analysis; Bones; Classification algorithms; Clustering algorithms; Computational modeling; Image edge detection; Three dimensional displays; clustering; multi-scale; trabecular bone;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5653464