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基于人机交互式图割的目标快速提取 被引量:6

Fast object extraction using human-machine interactive graph cuts
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摘要 根据RGB颜色值表征像素距离,运用图割理论,提出一种人机交互式的目标快速提取方法。在目标外围人工划出封闭折线作为初始活动轮廓线,向内生成单侧变宽域,消除前后重叠,避免重复切割,构造能量函数,生成s-t网络,通过对s-t网络的最小代价切割实现目标提取。后期对局部错误提供方便快捷、安全导向、手自结合的纠错措施。实验表明,所提算法人机交互方便快捷,纠错方式有效完备,目标提取快速准确。 By characterizing pixel distance with RGB pixel value,based on graph cuts theory,an human-machine interactive fast object extraction method is proposed.Closed polygons are artificially drawn around the object as the initial contour line,a single-side variable width cyclic neighborhood is generated to avoid ineffective overlapping and repeated cutting.Meantime,an energy function is constructed and a s-t network is generated to achieve the object extraction through the minimus cost cutting of the s-t network.Repeat the above steps until converge to the best boundary of the object.Later,convenient,fast,safety-oriented,automatic and manual error correction measures are provided for local errors.Experiments show that method has the advantages of convenient human-machine interaction,efficient and complete error correction,and fast and accurate object extraction.
作者 徐秋平 XU Qiu-ping(School of Information Engineering,Engineering University of Armed Police Force,Xi’an 710086,China)
出处 《计算机工程与科学》 CSCD 北大核心 2020年第2期299-306,共8页 Computer Engineering & Science
基金 陕西省自然科学青年基金(2018JQ6224)。
关键词 目标提取 图像分割 图割 人机交互 object extraction image segmentation graph cuts human-machine interaction
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