电子、通信与自动控制

多向格型微分和竞争抑制的角点检测改进方法

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  • 1.华南理工大学 电子与信息学院,广东 广州 510640;2.海思半导体有限公司 网络架构与系统设计部,广东 深圳 518129
马丽红(1965-),女,博士,教授,主要从事图像视频信号处理、容错编码和数据隐藏、模式识别研究.

收稿日期: 2013-05-21

  修回日期: 2013-07-11

  网络出版日期: 2013-10-11

基金资助

国家自然科学基金资助项目(60972133)

Improved Corner Detection Based on Multi- Direction Latticed Differential and Competitive Suppression

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  • 1.School of Electronic and Information Engineering,South China University of Technology,Guangzhou 510640,Guangdong,China;2.Department of Network Architecture and System Design,HiSilicon Technologies Co.,Ltd.,Shenzhen 518129,Guangdong,China
马丽红(1965-),女,博士,教授,主要从事图像视频信号处理、容错编码和数据隐藏、模式识别研究.

Received date: 2013-05-21

  Revised date: 2013-07-11

  Online published: 2013-10-11

Supported by

国家自然科学基金资助项目(60972133)

摘要

为了去除图像锯齿边缘的伪角点,减少平滑缓变角点的重复检出,提出了多向格型微分( DLD) 算子,结合“胜者全取”( WTA) 的竞争抑制策略,改善角点检测的性能.首先,针对锯齿失真,提出一种基于Directionlet 分解的微分算子,其多向格型复合表示能实现任意方向图像边缘的无锯齿结构分解,很好地抑制锯齿特征的伪角点现象.其次,针对缓变角点,提出竞争响应抑制法,它根据DLD 响应值定义一个以邻域尺寸为约束条件的角点相似度,相似角点通过WTA 策略合并。实验结果表明,联合DLD 的GLCP 检测器和FAST 检测器能分别使误检和漏检综合评价指标ACU 值提高12.14% 和6.32%,改善效果明显.

本文引用格式

马丽红 黎剑晖 谭幸均 . 多向格型微分和竞争抑制的角点检测改进方法[J]. 华南理工大学学报(自然科学版), 2013 , 41(11) : 8 -15,22 . DOI: 10.3969/j.issn.1000-565X.2013.11.002

Abstract

A multi- direction latticed differential (DLD) operator combined with the“Winner Takes All (WTA)”competitive suppression strategy is proposed to remove the false corners along zigzag image edges and the repeatedly-detected corners in smooth regions,which improves the performance of the corner detector.In the investigation,first,a differential operator based on the Directionlet decomposition is proposed to eliminate the zigzag distortion.With the multi- direction latticed complex representation of the operator,image edges in arbitrary direction can bedenoted without zigzag,and false corners with zigzag appearance can be effectively suppressed.Then,a competitivesuppression algorithm,which defines a corner similarity with the constraint of neighborhood size according to theDLD response value,and merges similar corners with the WTA strategy,is put forward to remove slowly- varyingcorners.Experimental results show that the typical GLCP detector and the FAST detector combined with DLD areboth obviously improved.For instance,the ACU value,which is a comprehensive evaluation index of the error de-tection rate and the missed detection rate,increases by 12.14% and 6.32%,respectively.

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