Title :
Analysis directional features in images using Gabor filters
Author :
Liu, Z.-Q. ; Rangayyan, R.M. ; Frank, C.B.
Author_Institution :
Calgary Univ., Alta., Canada
Abstract :
A computational technique for directional analysis of piece-wise linear patterns in images has been developed using Gabor filters. A given image is preprocessed by a sequence of Gabor filters, which are Gaussian-modulated sinusoids in the spatial domain. Linear segments at specific orientations are detected by Gabor filters tuned to the corresponding directions. Information regarding orientation of the linear patterns in the image and the area covered by the patterns in specific directions is then computed from the filtered images. The performance of the method is illustrated through applications to synthetic images and scanning electron microscope images of collagen fibrils in rabbit ligaments. The method has significant applications in quantitative analysis of ligament healing and comparison of treatment methods for ligament injuries
Keywords :
biology computing; computerised picture processing; Gabor filters; Gaussian-modulated sinusoids; collagen fibrils; computational technique; filtered images; ligament healing; ligament injuries treatment methods; linear patterns orientation; piece-wise linear patterns; rabbit ligaments; scanning electron microscope images; synthetic images; Gabor filters; Gaussian processes; Image analysis; Image segmentation; Information filtering; Information filters; Ligaments; Nonlinear filters; Pattern analysis; Piecewise linear techniques;
Conference_Titel :
Computer-Based Medical Systems, 1990., Proceedings of Third Annual IEEE Symposium on
Conference_Location :
Chapel Hill, NC
Print_ISBN :
0-8186-9040-2
DOI :
10.1109/CBMSYS.1990.109380