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Contour Detection by Thresholding the Gradient Image in Spatial-frequency Domain
基于空频域联合闭值分割的轮廓检测方法

Keywords: Edge detection,Contour extraction,Thresholding in spatial-domain,Thresholding in frequency-domain
边缘检测
,轮廓检测,频域阈值分割,空域阈值分割

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Abstract:

Standard edge detectors compute the binary edge maps by thresholding the gradient image only in the spatial domain. When they are applied to the natural images, their results contain a lot of spurious edges because the gradient magnitudes of spurious edges are often stronger than that of object contours. To improve their performance in detection of object contours in natural scenes, we proposed a novel contour detection method by thresholding the gradient image in spatial-frequency domain in this paper. Taking Canny edge detector as an example, we used natural images with associaled subjectively defined desired output contour maps to evaluate the performance of the proposed method. Experimental results show that the proposed method can effectively improve the contour detection performance of the Canny edge delector.

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