A Computational Approach to Edge Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Authenticating Edges Produced by Zero-Crossing Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Digital image processing (2nd ed.)
Digital image processing (2nd ed.)
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Edge-based image segmentation is a two-stage process; edge enhancement followed by edge linking. Modern approaches for edge enhancement use either the gradient of the Gaussian operator (∇G) or the Laplacian of the Gaussian operator (∇2G). Both operators maximize the energy of the output and both can be performed as the cascade of two operations: a filtering operation with a Gaussian filter followed by a differentiation operation (∇ or ∇2). The Gaussian filter is specified by its standard deviation σ The filter's spatial support is a function of σ. In this paper, an estimation procedure for σ is described using Fourier analysis.