Title :
On the influence of image enhancement on fractal-based automatic osteoporosis detection from calcaneum x-rays
Author :
Darlea, Lavinia ; Vertan, Constaintin ; Ciuc, Mihai ; Stefan, Ion
Author_Institution :
Image Process. & Anal. Lab. (LAPI), Politehnica Univ. of Bucharest, Romania
Abstract :
The goal of this research is to investigate the effectiveness of various classical automatic image enhancement methods in the framework of calcaneum bone characterization in digitally-acquired x-ray images. The decision on the presence or absence of osteoporosis signs is taken within a nearest neighbor decision rule by using fractal parameters, such as the fractal dimension. A successful image processing chain (acquisition, enhancement and analysis) could lead to an automatic scoring procedure of the bone degradation in the diagnosis of osteoporosis or other bone-modifying diseases, by using cheap imaging equipment, such as consumer digital cameras and general-purpose computers.
Keywords :
X-ray imaging; bone; fractals; image enhancement; calcaneum x-rays; fractal based automatic osteoporosis detection; fractal dimension; fractal parameters; image acquisition; image analysis; image enhancement; image processing; Bones; Degradation; Fractals; Image analysis; Image enhancement; Image processing; Nearest neighbor searches; Osteoporosis; X-ray detection; X-ray detectors;
Conference_Titel :
Signals, Circuits and Systems, 2005. ISSCS 2005. International Symposium on
Print_ISBN :
0-7803-9029-6
DOI :
10.1109/ISSCS.2005.1509846