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基于空间复杂度掩盖的边缘检测算法 被引量:2

An Edge-detection Algorithm Based on Spatial Activity Masking
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摘要 通常边缘检测算法仅仅考虑到图像本身信息,而未考虑人眼对规则图像的感知能力比对非规则图像更强。结合人眼的视觉特性,本文提出了一种基于空间复杂度掩盖的边缘检测算法。给出了一种空间复杂度的测度以及双门限机制,利用图像空间复杂度来体现图像的规则程度,并根据图像的纹理信息矫正图像的梯度方向,确定边缘宽度,准确定位空间复杂度的计算区域。实验结果表明,本文提出的算法可以有效地检测规则图像的边缘,抑制复杂纹理区域的边缘。因此,该算法更符合人眼的视觉特性,有利于复杂情况中信息的提取。 Based on the characteristics of human vision, an edge-detection algorithm based on masking the image with the spatial activity is presented. Edge-detection algorithms usually deal with the image s original information without the characteristics of human eyes, more powerful perceiving ability on regular images than the other parts. In this paper, methods for measuring the spatial activity and a double-thresholds mechanism are proposed. The regular extent is represented using the spatial activity and the mas...
出处 《中国图象图形学报》 CSCD 北大核心 2008年第1期100-103,共4页 Journal of Image and Graphics
基金 国家自然科学基金项目(60172030) 华为科技基金项目(YJCB2003017MU)
关键词 边缘检测 人类视觉系统 空间复杂度 edge detection HVS spatial activity
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参考文献6

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同被引文献24

  • 1朱海华,李雅娟,宋志坚.基于图像力场转换的耳廓图像识别[J].自动化学报,2006,32(4):512-518. 被引量:5
  • 2刁麓弘,于斌,李华.一种基于菲涅尔衍射的边缘检测算法[J].计算机学报,2006,29(12):2138-2142. 被引量:9
  • 3董彬,林小竹,徐凤.基于人类视觉系统的小波域数字水印算法[J].计算机工程,2006,32(24):138-140. 被引量:10
  • 4Lee J,Haralick R,Shapiro L.Morphologic edge detection[J].IEEE Trans on Robotics and Automation,1987,3 (2):142-156.
  • 5Hou Z J,Wei G W.A new approach to edge detection[J].Pattern Recognition,2002,35(7):1559-1570.
  • 6Tremblais B,Augereau B.A fast multi-scale edge detection algorithm[J].Pattern Recognition Letters,2004,25(26):603-618.
  • 7Zhang L,Bao P.Edge detection by scale multiplication in wavelet domain[J].Pattern Recognition Letters,2002,23 (14):1771-1784.
  • 8Rakesh R R,Chaudhuri P,Murthy C A.Thresholding in edge detection:A statistical approach[J].IEEE Transactions on Image Processing,2004,13 (7):927 -936.
  • 9Konishi S,Yuille A L,Coughlan J M,et al.Statistical edge detection:Learning and evaluating edge Cues[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2003,25(1):57-74.
  • 10Hurley D J, Nixon M S, Carter J N. A new force field transform for ear and face reeognition[C] //2000 International Conference on Image Processing. 2000: 25-28.

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