Title :
Two practical issues in Canny´s edge detector implementation
Author :
Liu, Gang ; Haralick, Robert M.
Author_Institution :
Dept. of Electr. Eng., Washington Univ., Seattle, WA, USA
Abstract :
We address two practical issues, namely smoothing factor selection and efficient implementation of thresholding with hysteresis, in implementing Canny´s edge detector. The smoothing factor of the Gaussian kernel should be chosen to maximize the discrete version of Canny´s original criteria. Thresholding with hysteresis should be implemented using an efficient connected component analysis algorithm. Following these suggestions in implementing Canny´s edge detector will in general result in optimal edge detection quality and very significant reduction in running time for large images
Keywords :
edge detection; hysteresis; principal component analysis; smoothing methods; Canny criterion; connected component analysis; edge detection; hysteresis; smoothing factor selection; thresholding; Algorithm design and analysis; Detectors; Filters; Hysteresis; Image edge detection; Kernel; Linear regression; Programming; Smoothing methods; Standards development;
Conference_Titel :
Pattern Recognition, 2000. Proceedings. 15th International Conference on
Conference_Location :
Barcelona
Print_ISBN :
0-7695-0750-6
DOI :
10.1109/ICPR.2000.903635