Title :
Gradient pile up for edge detection on hardware
Author :
Soares, André ; Susin, Altamiro ; Guimarães, Leticia ; Cordeiro, Viviane
Author_Institution :
Instituto de Informatica, Univ. Fed. do Rio Grande do Sul, Porto Alegre, Brazil
Abstract :
Edge detection plays a fundamental role in image processing. Many edge detectors have been proposed. Most of them are based on the step edge model and applying smoothing filters to minimize the noise and the image derivative or gradient to enhance the edges. However, image sensors have a limited spatial bandwidth producing ramp edges with the same gradient magnitude as those produced by noise. This work presents a hardware implementation of the proposed edge detection algorithm. Our approach enhances the gradient correspondent to ramp edges without amplifying the noisy ones, for real time computer vision applications. The experimental results show that the proposed hardware implementation enhances the gradient of ramp edges, improving the gradient magnitude without shifting the edge location. Moreover, the execution time is appropriate for real time applications.
Keywords :
computer vision; edge detection; image enhancement; smoothing methods; edge detection hardware implementation; edge enhancement; gradient enhancement map; gradient pile-up method; image processing; limited spatial bandwidth image sensors; ramp edges; real time computer vision; smoothing filters; step edge model; Application software; Bandwidth; Computer vision; Detectors; Filters; Hardware; Image edge detection; Image processing; Image sensors; Smoothing methods;
Conference_Titel :
Circuits and Systems, 2005. ISCAS 2005. IEEE International Symposium on
Print_ISBN :
0-7803-8834-8
DOI :
10.1109/ISCAS.2005.1465965