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A Study on Edge Location Error of Second Derivative Edge Detection Operators
二阶导数型边缘检测算子边缘定位误差的研究

Keywords: Edge detection operator,zero crossing of second derivative,image processing,computer vision
图象处理
,边缘检测

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Abstract:

Two edge detection operators of second derivative model, the discrete Laplacian of Gaussian (DLOG) and Laplacian of binomial distribution (LOB) operators are introduced in this paper. A digital edge contaminated by an independent Gaussian noise is used as an edge image model. After convolving the image model with the edge detection operators of second derivative model, a plane fitting in the least squares sense is used to detect the zero crossing points as edge points. The Probabilities P_d of edge location and the Probabilities P_f of false edge detection are derived to compare the performances of various edge detection operators of second derivative model.

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