Title :
Extraction of straight line segments using perceptual organization and fuzzy thresholding method
Author :
Lee, In-Cheon ; Oh, Kyung-Whan
Author_Institution :
Dept. of Comput. Sci., Sogang Univ., Seoul, South Korea
Abstract :
Straight-line segments are often used as key features in analyzing scenes. In this paper, we extract straight-line segments using advanced Paton´s template masks (1979) for straight-line segments detection in real time. To overcome a problem of a complexity of scenes and simplify straight-line segments, straight-line segments are grouped into longer straight-line segments by collinearity of perceptual organization. After the existence of undetected-line segments by parallelism and symmetry of perceptual organization is supposed, undetected-line segments are extracted by applying a new threshold again. Here, feedback control can be seen. Data are integrated by bottom-up and top-down method. To control thresholds in a structural manner, a fuzzy logic controller is used. By extracting straight-line segments of natural scenes and man-made objects, the effectiveness and the advantage of this method are shown. This proposed approach can be applied to a pattern recognition
Keywords :
feature extraction; feedback; fuzzy control; fuzzy logic; image recognition; image segmentation; bottom-up method; collinearity; data integration; feedback control; fuzzy thresholding method; parallelism; pattern recognition; perceptual organization; perceptual organization symmetry; scene analysis; straight line segment extraction; straight-line segments detection; template masks; top-down method; undetected-line segments; Artificial intelligence; Computer vision; Control systems; Data mining; Feedback control; Fuzzy logic; Image segmentation; Layout; Parallel processing; Pattern recognition;
Conference_Titel :
Fuzzy Systems, 1994. IEEE World Congress on Computational Intelligence., Proceedings of the Third IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-1896-X
DOI :
10.1109/FUZZY.1994.343533