Title :
Edge detection on MR images with Marr-Hildreth method extended to third dimension
Author :
Ozturk, Ceyda Nur ; Albayrak, Songul
Author_Institution :
Bilgisayar Muhendisligi Bolumu, Yildiz Teknik Univ., İstanbul, Turkey
Abstract :
In this study, Marr-Hildreth method applied on mostly two dimensional (2-D) images was extended in order to run on three dimensional (3-D) images. After the same method´s 3-D version, the slicewise 2-D version, and the accelerated 3-D version reducing computational complexity were applied on knee MR images which were acquired from the Osteoarthritis Initiative database, the results obtained were compared, and the success of the 3-D Marr-Hildreth methods in detecting also the edges found by the slicewice 2-D Marr-Hildredth method was evaluated.
Keywords :
biomedical MRI; computational complexity; edge detection; medical image processing; 3D Marr-Hildreth method; MR images; Marr-Hildreth method; computational complexity; edge detection; osteoarthritis initiative database; Biomedical imaging; Image edge detection; Image segmentation; Laplace equations; Standards; Three-dimensional displays; 3-D edge detection; LoG filtering; MR image processing; Marr-Hildreth method; zero crossings;
Conference_Titel :
Signal Processing and Communications Applications Conference (SIU), 2015 23th
Conference_Location :
Malatya
DOI :
10.1109/SIU.2015.7129940