DocumentCode
2410772
Title
The vector-gradient Hough transform for identifying straight-translation generated shapes
Author
Cucchiara, Rita ; Filicori, Fabio
Author_Institution
Istituto di Ingegneria, Ferrara Univ., Italy
Volume
2
fYear
1996
fDate
25-29 Aug 1996
Firstpage
502
Abstract
The paper introduces the vector-gradient Hough transform (VGHT), a modified version of the gradient weighted Hough transform (GWHT), defined in vector space and able to exploit all the vector information of the gradient of luminosity. The new formulation, directly derived from the Radon transform, is analyzed and compared with the GWHT, in order to point out the improvement in selectivity provided by the VGHT in a strictly polar parametric space, without any relevant increase in computational complexity. This approach can be very suitable for identifying a specifically defined model of shapes in gray level images, ideally generated by a translation in the 2D space of a 1D luminosity profile. Finally, the suitability of the VGHT in real applications is shown with examples in the area of defect identification for automated visual inspection
Keywords
Hough transforms; automatic optical inspection; computational complexity; computer vision; edge detection; object recognition; 1D luminosity profile; 2D space; Radon transform; automated visual inspection; computational complexity; defect identification; gray level images; polar parametric space; shape model; straight-translation generated shapes; vector space; vector-gradient Hough transform; Computational complexity; Image analysis; Image converters; Image edge detection; Image generation; Image reconstruction; Image segmentation; Inspection; Shape; US Department of Transportation;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition, 1996., Proceedings of the 13th International Conference on
Conference_Location
Vienna
ISSN
1051-4651
Print_ISBN
0-8186-7282-X
Type
conf
DOI
10.1109/ICPR.1996.546876
Filename
546876
Link To Document