Title :
A novel volumetric feature extraction technique with applications to MR images
Author :
Ashton, Edward A. ; Parker, Kevin J. ; Berg, Michel J. ; Chen, Chang Wen
Author_Institution :
Div. of Opt. Sci., Naval Res. Lab., Washington, DC, USA
Abstract :
A semiautomated feature extraction algorithm is presented for the extraction and measurement of the hippocampus from volumetric magnetic resonance imaging (MRI) head scans. This algorithm makes use of elements of both deformable model and region growing techniques and allows incorporation of a priori operator knowledge of hippocampal location and shape. Experimental results indicate that the algorithm is able to estimate hippocampal volume and asymmetry with an accuracy which approaches that of laborious manual outlining techniques.
Keywords :
biomedical NMR; brain; feature extraction; medical image processing; MR images; a priori operator knowledge; deformable model technique; head scans; hippocampal asymmetry; hippocampal volume; hippocampus measurement; laborious manual outlining techniques; magnetic resonance imaging; medical diagnostic imaging; region growing technique; semiautomated feature extraction algorithm; volumetric feature extraction technique; Deformable models; Feature extraction; Hippocampus; Image edge detection; Magnetic heads; Magnetic resonance imaging; Manuals; Shape; Surface resistance; Volume measurement; Algorithms; Brain Diseases; Head; Hippocampus; Humans; Image Processing, Computer-Assisted; Magnetic Resonance Imaging; Phantoms, Imaging;
Journal_Title :
Medical Imaging, IEEE Transactions on