On the accuracy of the Sobel edge detector

Abstract The magnitude and angle accuracy of the Sobel edge detector is studied. It is shown that the error-free angle output of the iterative Sobel edge detector is achieved only at the expense of a degraded edge magnitude accuracy. Edge angle and edge magnitude correcting formulae are derived.

[1]  J. R. Ullmann,et al.  Aspects of Visual Automation , 1983 .

[2]  J. Modestino,et al.  Edge Detection in Noisy Images using Recursive Digital Filtering. , 1977 .

[3]  Michael Brady,et al.  Artificial Intelligence Approaches to Image Understanding , 1982 .

[4]  Arnold K. Griffith,et al.  Mathematical Models for Automatic Line Detection , 1971, JACM.

[5]  A. Rosenfeld Image pattern recognition , 1981, Proceedings of the IEEE.

[6]  Larry S. Davis,et al.  A survey of edge detection techniques , 1975 .

[7]  P. Lemkin The boundary trace transform: An edge and region enhancement transform , 1979 .

[8]  Richard O. Duda,et al.  Pattern classification and scene analysis , 1974, A Wiley-Interscience publication.

[9]  Jerome A. Feldman,et al.  The Stanford Hand-Eye Project , 1969, IJCAI.

[10]  Thomas O. Binford,et al.  On Boundary Detection , 1970 .

[11]  Azriel Rosenfeld,et al.  Digital Picture Processing , 1976 .

[12]  Arnold K. Griffith,et al.  Edge Detection in Simple Scenes Using a Priori Information , 1973, IEEE Transactions on Computers.

[13]  S. Levialdi,et al.  Finding the Edge , 1981 .

[14]  Frank O'Gorman,et al.  Edge Detection Using Walsh Functions , 1976, Artif. Intell..

[15]  I.E. Abdou,et al.  Quantitative design and evaluation of enhancement/thresholding edge detectors , 1979, Proceedings of the IEEE.

[16]  M. Brooks Rationalizing edge detectors , 1978 .

[17]  Manfred H. Hueckel An Operator Which Locates Edges in Digitized Pictures , 1971, J. ACM.

[18]  R. A. Kirsch,et al.  Experiments in processing pictorial information with a digital computer , 1899, IRE-ACM-AIEE '57 (Eastern).