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Adaptive Target Boundary Extraction in Natural Scene Using AGADMM-based Active Contour Model

机译:基于AGADMM的主动轮廓模型在自然场景中的自适应目标边界提取

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摘要

Snakes, or active contours, are used extensively in computer vision and image processing applications, particularly to extract object boundaries. However, problems associated with automatic initialization approach for parametric active models and Low SNR (Signal Noise Ratio) of small target in natural scene, which hinder the idea of applying active contours to segment small target in automatic recognition system. To solve this kind of problem, this paper presents a novel AGADMM (Average Gray Absolute Different Maximum Map)-bascd active model to extract small target boundary in natural scene. AGADM (Average Gray Absolute Different Maximum), the dissimilarity measurement between targets and background region, is used to enhance small target in natural scene; In AGADMM, the initial snake can be drawn automatically by threshold segmentation. Validity and real-time of the proposed algorithm have been shown in experiments.
机译:蛇或活动轮廓在计算机视觉和图像处理应用中被广泛使用,尤其是提取对象边界。然而,与参数主动模型的自动初始化方法相关的问题以及自然场景中小目标的低SNR(信噪比)较低,这妨碍了在自动识别系统中将主动轮廓应用于分割小目标的想法。为了解决这种问题,本文提出了一种基于AGADMM(平均灰度绝对最大差异图)的主动模型,用于提取自然场景中的小目标边界。目标与背景区域之间的差异度测量AGADM(平均灰度绝对差异最大值)用于增强自然场景中的小目标;在AGADMM中,可以通过阈值分割自动绘制初始蛇。实验证明了该算法的有效性和实时性。

著录项

  • 来源
    《Journal of information and computational science》 |2013年第13期|4225-4232|共8页
  • 作者单位

    College of Electronics and Information Engineering, South-Central University for Nationalities Wuhan 430074, China Hubei Key Laboratory of Intelligent Wireless Communications, Wuhan 430074, China;

    College of Electronics and Information Engineering, South-Central University for Nationalities Wuhan 430074, China Hubei Key Laboratory of Intelligent Wireless Communications, Wuhan 430074, China;

    College of Electronics and Information Engineering, South-Central University for Nationalities Wuhan 430074, China Hubei Key Laboratory of Intelligent Wireless Communications, Wuhan 430074, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Active Contours; AGADM; Small Target; Boundary Extraction;

    机译:活动轮廓;AGADM;小目标;边界提取;

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